{
 "metadata": {
  "name": "Oblique shocks chart"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Oblique shocks chart"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Draws a chart displaying the possible combinations of deflection and shock wave angle for several values of incident Mach number. Similar to http://en.wikipedia.org/wiki/File:ObliqueShockAngleRelation.png"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pylab inline\n",
      "\n",
      "import numpy as np\n",
      "import scipy as sp\n",
      "import scipy.optimize\n",
      "import matplotlib.pyplot as plt\n",
      "\n",
      "from skaero.gasdynamics import shocks"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n",
        "For more information, type 'help(pylab)'.\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def plot_shock_curve(M_1, ax=None, N=1001, gamma=1.4, *args, **kwargs):\n",
      "    \"\"\"Plots curve corresponding to oblique shocks with given M_1.\n",
      "\n",
      "    Uses degrees as default unit.\n",
      "\n",
      "    \"\"\"\n",
      "    if not ax:\n",
      "        ax = plt.gca()\n",
      "    mu = np.arcsin(1.0 / M_1)\n",
      "    beta = np.linspace(mu, np.pi / 2, N)\n",
      "    theta = np.zeros_like(beta)\n",
      "    for i in range(N):\n",
      "        theta[i] = shocks.Shock(M_1=M_1, beta=beta[i], gamma=gamma).theta\n",
      "    ax.plot(np.degrees(theta), np.degrees(beta), label=r\"$M_1 = \\,{}$\".format(M if np.isfinite(M) else \"\\infty\"), *args, **kwargs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def plot_max_line(ax=None, N=1001, gamma=1.4, *args, **kwargs):\n",
      "    \"\"\"Plots line of maximum deflection angles.\n",
      "\n",
      "    Uses degrees as default unit.\n",
      "\n",
      "    \"\"\"\n",
      "    if not ax:\n",
      "        ax = plt.gca()\n",
      "    M = np.logspace(0, 10, N)\n",
      "    theta_max = np.empty_like(M)\n",
      "    beta_max = np.empty_like(M)\n",
      "    for i in range(N):\n",
      "        theta_max[i], beta_max[i] = shocks.max_deflection(M[i], gamma)\n",
      "    ax.plot(np.degrees(theta_max), np.degrees(beta_max), *args, **kwargs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def plot_sonic_line(ax=None, N=1001, gamma=1.4, *args, **kwargs):\n",
      "    \"\"\"Prints line separating supersonic from subsonic flow behind the shock.\n",
      "\n",
      "    Uses degrees as default unit.\n",
      "\n",
      "    \"\"\"\n",
      "    if not ax:\n",
      "        ax = plt.gca()\n",
      "    M = np.logspace(0, 10, N)\n",
      "    theta_sonic = np.empty_like(M)\n",
      "    beta_sonic = np.empty_like(M)\n",
      "    def eq(beta, M_1, gamma):\n",
      "        os = shocks.Shock(M_1=M_1, beta=beta, gamma=gamma)\n",
      "        return os.M_2 - 1\n",
      "    for i in range(N):\n",
      "        mu = np.arcsin(1.0 / M[i])\n",
      "        __, beta_max = shocks.max_deflection(M[i], gamma)\n",
      "        beta_sonic[i] = sp.optimize.bisect(eq, mu, beta_max, args=(M[i], gamma))\n",
      "        theta_sonic[i] = shocks.Shock(M_1=M[i], beta=beta_sonic[i], gamma=gamma).theta\n",
      "    ax.plot(np.degrees(theta_sonic), np.degrees(beta_sonic), *args, **kwargs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Creates and fills the final figure\n",
      "fig = plt.figure(figsize=(10, 8))\n",
      "ax = fig.add_subplot(111)\n",
      "\n",
      "M_list = [1.5, 2.0, 3.0, 5.0, np.inf]\n",
      "gamma = 1.4\n",
      "for M in M_list:\n",
      "    plot_shock_curve(M, gamma=gamma, linewidth=2)\n",
      "\n",
      "plot_max_line(gamma=gamma, color='k', linestyle='--')\n",
      "plot_sonic_line(gamma=gamma, color='k', linestyle=':')\n",
      "\n",
      "ax.grid(True)\n",
      "ax.set_ylim(0, 90)\n",
      "ax.set_xlim(0, 50)\n",
      "ax.set_xticks(np.arange(11) * 5)\n",
      "ax.set_xlabel(r\"Deflection angle $\\theta$, in degrees\")\n",
      "ax.set_ylabel(r\"Shock wave angle $\\beta$, in degrees\")\n",
      "ax.legend(loc=4)\n",
      "\n",
      "fig.savefig(\"oblique_shock_graph.png\", bbox_inches=\"tight\", dpi=100)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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bf0SRkB+vdR+euu146rfjqfsKn3UvQuTrDVajIk2bOT4aRUsCkQZt9WodhJrj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mDNh33xcJaOSDEmqpQUng4eTOapU8jMzKi6di2Vxo0TOyxJKcmIOU/ETwNQ5SRibueFd6fZONX6\nj9hhiUoQBA7dWc2mq7PQCGp83dvyfodtOFjrV69s5ONEdn17iYz0XKxtzOnatxGdejcUOyxJGSpy\nD1nXrl1xcHAgMDAQk9/NJJoxY4bOgntJ6iF7Nclp2by/4gjBoU8BGNU7kNlvdMDcTJotZUxy79zh\n8Wuvkf/0KaYuLlTfvx/bli3FDktSCgRBIPHGWqJOT0PQqLCr2oEavXdhZl1J7NBElVuQxepzE7jw\ndA8A/RpO5/XGCzCR60+3zsstyl8O3UajEfCqXonBb7TE3tFa7NAkr0AnZ1m+5Ovry507d0oU2KuS\nCrKSOx/+jOnLD5Oclo1DBUuWTutB52a1xA5LUsYUO3YQNX48mpwcrAMCqH7gAOaenmKHJSkFf+4X\nc2s8g6ptFiPTo6JDDDFpD1l8chDP0x5gZVaBKW036M1Ii5eyM5Xs2XyFiHtxALTpWo9OvRtgYiJ1\nE5V3OjnL8qUWLVpw69atYgcl+Xe62EvPL1CzeNMZRs7dRXJaNk0bVOXo6rFlXowZep+Avuenycsj\n+p13eDZ8OJqcHJxGjKD2+fNFLsb0Pb9XVd7zy8t4zr2drUm6swm5qRXVe+3Aq93ywmKsvOf3//y/\n3C483cuMAy14nvYAT4e6fN73kt4VY5GPE1m96DgR9+KwtjFn1Dtt6dq3UWExZsjXDgw/v5Io8q9Q\n58+fZ9OmTfj4+GBhoW0wlMlkUpGmh6LiUpm69CA3H8VhIpcxdXgr3h7YXPqty8jkRUXxdOBAckJC\nkJmb47lyJZXeesvgmruNVXrkSR4fGY4qJwkLex9q9v0RG5dGYoclqnyVko1X3uf4/fUAtKo2kElt\n1mFlZityZL/5812U0hal5KUib1lGRkb+7de9vb2L/GTe3t7Y2dlhYmKCmZkZ165dQ6FQMHjwYKKi\novD29mb37t04OPzxIGtpy7JoBEFgz8nbzF//C9m5+VR2tuPLmX0IqldF7NAkZSz96FGejRiBOjUV\ncy8vqu3di01QkNhhSUqBoFETe3k+sZcWAAL23l2o3msHZlbGPbIkNj2CZb8M45niFqZyc95otpTu\n9Sbo1S8gWZlK9kpblEZBpz1kpcHHx4ewsDCcnH4bbjdz5kwqVarEzJkzWbJkCampqSxevPiPQUoF\n2b9KSs3mw1XHOHX1MQA9WtXhs8ndsLO1FDkySVkS1GpefPIJ8QsXAmDXowc+27Zh6iQNlDQEBdkJ\nPD48jIzo04CMKi0/xaPZbGRy475B5+zjH1h74R2UBVm421VnZscdVKvkJ3ZYfxBxL469W66QlaHE\n2sacAaObU9vXQ+ywJDqikx6ylr/ehWVra0uFChX+8I+dXfFHJvw5wIMHDxYeUj5q1CgOHDhQ7J9Z\n3r3qXvrxSw/p9va3nLr6mAo2Fqx4rzerP3hNL4oxQ+8T0Kf88mNieNSxo7YYk8vxWLiQGocOvVIx\npk/56UJ5yi8jOpjbW/zIiD6NqbULdQadpHKLj/5vMVae8iuu4OBg8lS5rD43kS/OjEJZkEXr6oP4\not8VvSrGVAVqju69zuZVwWRlKPGp6cKkOd3/tRgz5GsHhp9fSfxrD9nFixcByMrKeuUnk8lkdOrU\nCRMTE9566y3Gjx9PQkICrq7aeTCurq4kJCT87feOHj26cHvUwcEBPz8/2rVrB/x2Ycvr4xs3bpTo\n+wOCmvHJN7+wc89BADp17MDSd3vw8M51zp49qzf5SY91/zjr4kWqfPEFaoWCG46OuM2dS+D06XoT\nn/S45I/PnDlNyv0deOZsAkHD/cxGVPb9qPBwcLHjE+txYmY07x+YTtiV25jKzZg95iu61HmDs2fP\n6kV87dq1Iyk+g4Vz15GSlIlPlfp07N0AjXkC4Tev/ev3v6Qvf9+l/djQ8nv57//U3lUUZbplGRcX\nh7u7O0lJSXTu3JlVq1bRp08fUlNTC/+Mk5MTCoXij0FKW5Z/cSE8kplfHiEuORNLC1M+HNueET0C\npOOPjIwmN5eY998nac0aAOy6dcN7yxbMXFxEjkxSGgpyknly9HXSnx0HwKPZbKq0/NToR1qcefQ9\nX1+cTJ4qBw/7mszquBPvig3EDquQIAhcv/yUQ7vCKMhX41jJhkFjWlC1mnHPhTMmen+Wpbu7OwDO\nzs7069ePa9eu4erqSnx8PG5ubsTFxeEifZD8X5k5eSzdFMz3R8MB8KvtweczelGtstQjZGxy793j\n2ZAh5N6+jczMjMpLluAydSoyudQgbAgyos/w5Mjr5GfFYmrpRPWe3+NQrbvYYYkqJz+Dby5OJfjx\nDgDa1RjGhFar9OouytycfH7aEcLtsGgAGjX2os/QICytzEWOTKLvyuydOycnh8zMTACys7M5ceIE\nDRo0oE+fPmzZsgWALVu20Ldv37IKSW/8eQn3H/9c6BO6vb2R74+GY2YqZ/rrrdmzbIReF2NFza28\nEiM/QRBIWr+e+0FB5N6+jUXNmtS5cgXXd98t9WJMun5lT6Mu4Pn5Odzf1ZH8rFhsPZrjO+pGiYox\nfcyvpB4kXGHa/iYEP96Bhak1bSzfZVq77/SqGIt6ksTqRce4HRaNuYUpA0Y3Y9DYFiUqxgzp2v0d\nQ8+vJEq8QhYXF4eTk1PhTLJ/k5CQQL9+2sF8KpWK4cOH06VLF4KCghg0aBAbN24sHHsh+aO0zFzm\nrz/Fj6e1JyU0quXO4qndqeMtrSYam4KkJKInTCBt/34AKo4ejeeqVZjY6s+HkqTklGlPeXJ4GFlx\nV0Emp3KzuVRuMc+otyjVGjV7byzhh+sL0QhqqlfyZ0b7rUTceKE3Iy3Uag1nj9/l9JG7CIJAFS8n\nBo1tQUWXCmKHJilHStxD1rFjR548ecKAAQNYvnx5acf1B8bcQ3b0wgM+/voEyWk5WJibMn1Ea8b2\nbYypNLfG6KQdPkzUuHGoEhKQV6iA17p1OA0bJnZYklKSfG87kScnos7PxLxCFar33I6dZxuxwxJV\nYmYUK4LHcC9ee3NZv4bTGR70KWYm+rP9p0jKYu+Wy0Q9SUYmg9Zd6tGxly+mpsY9isTYlfkcMo1G\nw/3796lfv35Jf0SRGGNBlpSaxby1Jzh+6REATXw9WTylOz56vD0p0Q11ZiYx06eT/O23ANi2bYv3\n5s1YFGMos0R/qfMziTz5Dsn3tgHgWLM/1bpuwNTKuF/r55/s5usLk8jOT8fJ2oNp7TbSqHIHscMq\n9LJx//Du6+TnqbCzt2LA6GZUr+MmdmgSPaCTOWTr1q1jzJgxfPTRRzx//pzly5fz3XffoVAokMvl\nOi/GjMHv99I1GoHdJ27RecK3HL/0CBsrcxa83YWdnw0rl8WYofcJ6Dq/zPPnudewIcnffovMwoIq\nn39OrdOny6wYk66fbmXFhXB7iz/J97YhN7XCp8t6ar62t9SKMbHzK4nc/Ey+DH6D5adfJzs/nWZe\nfVj5n9C/FGNi5padqWTHNxfYv+0a+XkqfAM8mfxR91ItxsrjtSsOQ8+vJP61McHLy4sJEybw5MkT\nZsyYwRtvvMGTJ08YPXo08+bNI0g6jqXUPIpK4qM1J7h29zkAbQOrsWhSVyq72IscmaSsafLyePHR\nRyQsXw6CgJW/Pz5bt2Ll6yt2aJJSIGhUxF75Ly8uL0DQqLB2bkSN3juxqlhX7NBE9TDxGl+cHkV8\n5lPMTawY13w5Xeq8oTe9YgAPbseyf9tVsjPzsLQyo/eQIBo19tKrGCXl079uWe7fv5++ffsil8tZ\nuHAhc+fOBbTLtStXrmTatGm6D9LAtyxzlQWs3nWJ9fuuolJrqORgzdzxHenTtp70IjdCOeHhPBs5\nEuWdOyCX4/bhh7jPm4fcXH/6ZiQll6t4yJOjI8mOuwaAW+BUPNssRm4q/skaYlFpCtgTvpjd4Z+h\nEdT4VGzEjPZb8XSsI3ZohfKUBRzbF07IhScA+NRyYcCoZjg42YgcmUQf6aSHTKlUcvDgQXx8fGjc\nuPEf/r/9+/fTv3//4kdaTIZckAWHPmHe1yd4Hp+OTAbDuvvz/si22Fcw3jdnY6XJyyNuwQLiFy8G\ntRqLGjXw3rYN22bNxA5NUgoEQUNC+Fqen52JRpWLeYUqVOu+uXDivrF6nvqAFcFjeJJ8HRkyXmsw\nlRGN52NmUrQ7+MtC9NNk9m6+TEpSFiamcrq81ogWHWpLg7gl/0inTf1xcXGEh4cjCAJqtZrIyEjq\n169Px466fzMxxIIsISWT+etPcfTCA5QpT/ELasZ/J3XFv05lsUMrVcHBwYVHTBii0sov++pVIseM\nQXn/PshkOE+aROXPPsPERtzfvqXrVzryMmN4dmws6VEnAahYbwTeHVdhaumg0+fV5+unETQcurOa\nbSFzKVDn4WLrxZS2G2jg0bZI318WuanVGs4cvUPwsXsIgoBbZQcGjmmOW2XdXjfQ72tXGgw9P51O\n6nd3dy+ctA+QlpZGeHg4R48eRS6X061bt2I9sbFSqTVsP3Kd5VvPkZWbj5WFGf/p4c/iOaOlURZG\nSJOTQ+xHH5H45Zeg0WBRqxbe332HbcuWYocmKQWCIJByfyeRv7yDOi8NU6uKeHdeR8XaA8QOTVSJ\nmVGsPDueO3Hacyc71R7NG82WYW1uJ3Jkv0mKz2DPpsvERit+HWdRl069GmBqJo2zkOhGmZ5lWVKG\nskJ29XY0n6w7yYPIJAA6Na3JJxM6SU37Rirz7Fmi3niDvCdPQC7H9f338fj4Y+RWVmKHJikFqlwF\nz05ORPFQO+zaoVoPfLp+i7mt+798p+ESBIHTEdvYcGk6uQWZ2Fu5MKn11zTx6iV2aIU0GoErwY84\nceAmBQVqHJysGTCqOT61pEHckqLT+7MsjVVccgb/3XiGw+fuA1DF1Z55b3akc7NaIkcmEYM6M5PY\nDz4gae1aACx9ffH+7jts/tSjKSm/Uh8f4tmJtyjIjkNuZoNX+xU4Nxxn1DfppOUmsvb821yNOgRA\nM+/XeLvVGuytnEWO7DeKpCz2bbtCZIT2l2b/Zj70GhQgnUMpKRPSHpkO5RWoWLPrEh3f3MDhc/ex\nMDfl3eGtOPn1uD8UY4Y8j8WQc4Pi55d2+DD3fH21xZipKe6ffELdsDC9Lcak61c8BbkpPD4ygkc/\n9qEgOw5bjxY0GH0Tl0bjRSnG9OX6XYk8yJS9AVyNOoS1mR3T2n3HB512vVIxVpq5aTQCV89FsGrR\nMSIjkrCpYMHwCa0ZMKqZaMWYvlw7XTH0/EqiyCtkGo2G7du38+zZM+bNm0d0dDTx8fE0adJEl/GV\nW6euPWbB+l+IiksDoHvL2swe14Eq0vakUcqPjeX51Kmk7dsHgHVgIF7ffYd1w4YiRyYpLYpHPxJ5\nciIFOQnITC3xbLUIt8CpyOTG23OUlZfKt5ff40zE9wA09GjPlLbrcbatKnJkv0lNyebH76/y5EEC\nAA2DqtJrcBA2tvpzl6fEOBS5h2zChAnI5XJOnz7NgwcPUCgUdOnShdDQUF3HWK56yJ7FKliw4RRn\nQrSzamp4VuSTCZ1p6ectbmASUQhqNUlff03s7NloMjOR29jgsXAhLpMmITOVOgYMQUFOEpGnJqN4\nsAuAClVaU63bRiwda4ocmbiuRR1h7YV3SM2Jw9zEkpFN/kvP+hORy/RjY0YQBMIuPeXo3uvkKVVY\n21rQZ0gQDQL1p1iUlF867SG7evUq4eHh+Pv7A+Dk5ERBQUHxIjRgGVlKVu+6xJaDYeSr1FSwtmDq\n8FaM7BWAmXTIrFHKuXGDqDffJCckBAD7116j6qpVmHt6ihyZpLSkPNxD5C/voMpJQm5mjWebxbj6\nv4NMT4oOMWQqFXx75T2CI7YDUMe1OVParKeyg/70zKan5XDg+2s8uhsHQD2/Krw2rDG20vxHiYiK\n/K5hbm6OWq0ufJyUlIRcbrxvOi8VqNRsPRxGu/HfsGH/NfJVagZ0asCp9W/yRt/GRSrGDHkv3ZBz\ng7/PT52VRcx773E/KIickBDMqlSh+o8/UuPAgXJXjBnj9SuKguwEIn4awOODg93zl/0AACAASURB\nVFDlJGFXtT0NRt/GLWCyXhVjZX39rkYeYvJef4IjtmNuYsUbzZbz316ndFKMlSQ3QRAIv/KMr+Yf\n5dHdOKyszRk0pjnD3myld8WY9NozPkVeIZs8eTL9+vUjMTGR2bNns3fvXhYuXKjL2PSaIAicDnnC\nfzee5mmMAoCmDaoy540ONKhZegfMSsqXtEOHeD5pEvnR0SCX4zJtGh7z52NSoYLYoUlKwcu5YlGn\np6DKTUFuZkvVdstwafSmXhViZS1DmcKGS9M59+QHAOq5tWRym/V42NcQObLfZKbn8tOOEO7figWg\nTgMP+g5vQgV7acyMRD8Uaw7Z/fv3OXXqFAAdOnSgXr16Ogvs9/Sth+z+0wQWbTzNxRtRAHh7OPLh\n2PZ0blbTqG9rN2Z5T5/yfNo00g9pb+m3Dgig6vr12AQGihyZpLTkpUcR+cvbpD09CoC9V2d8um7A\nwt5L5MjEdfnZAb6+OJn03EQsTK15vfFCvesVux0WzcEfQsnNzsfSyoyeAwPwb+YjvV9LdEanRyeJ\nSV8KskRFFl9sO8fuk7cQBLCztWDq0FaM6BmAuTS92ShpcnOJX7yY+CVLEPLykFeogMf8+VLTvgER\nNGrir68i5sJcNAXZmFjYU7XdcpwbvGHUH+jpuUmsv/QuF57uAcDXvQ2T2qzD3a66yJH9JjM9l0M/\nhHL3RgwANeu5029EE+wdrUWOTGLodNLUb2tr+49vOjKZjIyMjGI9YXmUo8xn448hrNt7hRxlAaYm\ncl7vFcDkIS1xtHv15W5DPtPLUHMTBIH0n35i/8SJNIqPB8BpxAiqLF2KmbvhTGI31Ov30r/ll514\ng2c/jyc7Xns3uVPtQXh1+LLcTNvX1fW7+HQ/31ycQroyCUtTG0Y1WUS3em+V6arY/8tNEARuXI3k\nyJ7r5ObkY25hSo8B/gS1rF5uimhjf+0Zo38tyLKyssoiDr1UoFKz6+ebrNxxkeS0bAA6N6vJB2Pb\nU62yk8jRScSijIjg+ZQpZBw/jgqwatgQz9WrqdC6tdihSUqJuiCH2EufEhfyOQhqzCt44t1pDY41\neosdmqgUOXFsuPQul579CEADj3ZMav01bnbVRI7sN2mKbA7sCCHi1zsoa9V357VhjXFwshE5Monk\n/yvyluXnn3/+l98s7O3tCQwMxM/PTyfBvVTWW5YajcCxiw9YvvUckS9SAWhUy50PxrSnWUNpRo2x\nUmdnE//f/5KwfDlCfj4m9vZ4LFyI84QJ0vakAUmLPEHkiQnkpT8DZLgGTMaz9UJMzI33xgxBEDj5\ncBObr35Adn46lma2jGnyGV3qjtObXjGNRiDkwmOO779Bfp4KK2tzeg4MwK+pd7lZFZMYDp32kA0d\nOpSwsDB69+6NIAgcOXKEBg0aEBUVxYABA5g1a1aJgi5SkGVYkF28EcmSTcHcfqzdhvKp7MR7I9vQ\nvWVt6UVtpARBIG3vXp7PmEHB8+cAVBwzhsqLF2PmIh04bCgKcpKIOjOdlHvaqfLWzg3x6boBW3fj\nPo3kRfpj1px/mztxZwEI9OzGxFar9GrafkpiJj9+f41nEYkA1PerQu8hQdIdlBLR6LQga926NceO\nHcPW1hbQbmX26NGD48ePExgYyP3794sfcVGDLIOC7M7jeJZsDuZCeCQALk62TBvWigGdG+h8sKsh\n76WX99yyw8KImTaNrAsXAO3dk56rV2PbvDlQ/vP7N8aQX9u2bUm+u5Xo4BmoclOQmVpSpcUnuAVN\nR25iJnaIr+RVrp9KU8BPt75k5/UFFKjzsLd0ZnyLL2hVbaBe/HIaHBxMmzZtuHT6Eb8cvEVBgRqb\nCtpp+74B+lMslpQxvPYMOT+dTupPSkrC3Py3Q1bNzMxISEjA2toaS0v9GqhXHFFxqXy+9RyHzmkL\nygo2FkwY0IwxfYKwsizfb8aSkst/8YIXc+aQsmULCAKmzs54LFhApXHjkJlId9QaCmXaM+7/MI/M\nmPMA2Hl1xKfzOiwd9Wd+lhgeJ4Wx+twEniluAdCh5uuMabYEO8uKIkf2m9TkbNYv/4Xnz1IA8Gvi\nTc+BAVhLZ1BKyqkir5AtWLCA/fv307dvXwRB4NChQ/Tp04f33nuPN998k+3bt+suSB2skL1IymDN\nrkvsPnELlVqDuZkJo3oHMnFg81K5c1JSPmlyc0n44gviP/sMTXY2MjMzXKZNw33OHEzspYPhDYU6\nP0vbtB+6AgQ1ptYueLVbTsV6I/Ri9UcsyoJsdoR9yqE7q9AIGlwr+PB2q9X4VekkdmiF1GoN536+\nx5ljd1GrNNg5WNF3WGNqN6gsdmgSSSGdzyELCQnh4sWLyGQyWrZsSVBQULGDLInSLMgSFVms3X2Z\nncdukK9SI5fL6N/Bl2nDW1HZRfrANVaCIJC6ezexM2dqp+wDDv36UXnpUixrGPdqiSERBIHUiP1E\nnZ5GfmYMIMPFbyKerRdiaukodniiCo85ydoLk0jMjEQuk9PHdwpDA+dhaaY/dye+iFawb9tV4mPS\nAGjcqjrd+vthaWX+L98pkZQtaTDs/5GSnsM3e6+w7ch1lHkqAHq1qcu0Ya2o7inuMrwh76WXh9yy\nQ0J4Pm0a2ZcuAWDVqBGeK1ZQoX37f/3e8pDfqzCk/JSpj4k8NZn0Z8cBsHEL4rnNOLr3f0vkyHSn\nKNcvQ5nCd1dmciZCezODj1NDJrVZRw1n/TlloiBfxemjd7lw8j4ajYBjJRs8aqkZ9no/sUPTGUN6\n7f0dQ89Ppz1kSqWSffv2ERkZiUqlKnzCefPmFS/KMpaeqWTD/qtsOhhKjrIAgK7NazFtRCvqeEt3\nyBmz/OhoYufORbFtGwCmLi5UXrSIimPGSH1iBkSjUvLi6hJeXP0MQZ2HiYU9nm0+w6XhmySfOy92\neKIRBIFzT35g4+X3SVcmYW5iyZDAj3itwVRM5frTP/vkYQI/bb9GSlIWMhm06FCbzn0acunyBbFD\nk0hKVZFXyLp27YqDgwOBgYGY/O7DasaMGToL7qWSVJqZOXlsOhDCtwdCyMzOA6B94+q8O7y1dPi3\nkVOlpRH/2WckrlyJkJeHzNwcl3ffxX32bEzs7MQOT1KK0p4dJ/KXSeSlPQGgUv2RVG27FDMbV5Ej\nE1dsegTrLkzm1oszAPi6t+Wd1mv16jDwnKw8ju2/wfXLTwFwcben34gmVK1WSeTIJJJ/p9MtS19f\nX+7cuVOiwF5VcRLLzs1n2+HrfLPvCmmZSgBa+nkxfUQbAupKTZ/GTJOXR9KaNcQtWoRaoQDAccgQ\nKi9ahEU1/Zk0Lnl1eRnRRJ+ZgeLRXgCsKtbDu/Na7DzbihyZuPJVSvbdXMbeG0tRafKpYFGR0U0/\no2OtkXpzM4MgCNwKjebI7jCys/IwMZXTvnt9Wnepi6mORxBJJKWlJAVZkUcst2jRglu3bhU7qLKS\nmZPH2t2XaT32a5ZsDiYtU0mT+p78sHgY3y8aqtfFWHBwsNgh6Iw+5CZoNCh27OBunTrEzJiBWqHA\ntl076ly7RrWdO1+pGNOH/HSpvOWnKcgl9tICbm2sg+LRXuRm1ni2XYrvqBt/W4yVt/yK6/f53Yw9\nzdR9gfxwfSEqTT4da41i7aBbdKo9Sm+KsdSUbLauOcvu7y6RnZWHT00XJs/pTvsevn8pxozp2hki\nQ8+vJIrcQ3b+/Hk2bdqEj48PFhbaOS8ymUz0Ii0jS8nmg6F891Mo6VnaFTH/Oh68O7w1rfylIzOM\nXcapU8TOnEnO9esAWNavT5WlS7Hr3l36b8OAaO+ePEB08HTy0iMB7UHgVdstw8Ku/A8JfRVpOQl8\nd3UWZx/vBMDToQ4TW62mvrv+nL2q0Wi4fOYRJw/eoiBfjaW1Gd37+xPQvBpyufQ6lRiHIm9ZRkZG\n/vWbZTK8vLxKO6a/fZ4/h5makct3P4Ww5WAYmTnaHrEm9T2ZPLQlLf28pA9bI5dz6xaxs2aRcVx7\nR52ZhwceCxZQcdQoqWHfwOSm3Cfq1FTSo04CYOXcAO8OX2FXtZ24gYlMI2g4+eA7tlybQ3Z+GuYm\nlgzyn03fhu9iZqI/YyLinqfy4/ZrxEZp2wgaBFal58AA6dgjSbmm07ssvb29SU1NJSIiAqVSWfj1\nsijIfi85LZuNP4aw7ch1snPzAWjRyIspQ1vStIFx/yYsgbzISOI++YSUrVtBEJBXqIDbhx/iOnUq\ncmtrscOTlCJVXjqxlz4l4foqBI0KEwsHqrRagKvfBGRy4z7sPTLlNl9fmMSDxCsA+Ffpwlstv8Td\nrrrIkf0mP1/F6SN3uPjLAzQaAXtHa3oPCaJuQ/1tL5FIdKnI71obNmzgq6++4vnz5/j7+3PlyhWa\nN2/O6dOndRlfoURFFhv2X+X7o+GFc8TaBPgweWhLgupVKZMYdMWQ57GUVW4F8fHELVpE8jffIBQU\nIDMzw3niRNzmzsXM2Vlnz2vI1w70Mz9B0JB0ZzPPz32IKicRkOHS6C2qtFqImXXx7sDTx/xehbIg\nm53XF3Dw9ldoBDV5UY7MHbualj7/0atdg8f34/lpRwiKZO0oi+bta9G5T0MsinFcnaFduz+T8jM+\nRS7IVq5cSUhICM2bN+fMmTM8ePCADz/8UJex/UGbN9aRl68txDo2qcGkIS3wq+1RZs8v0U8qhYKE\nZctIWLkSITcXZDKcRozA45NPsKiuP6sBktKR9eIqkacmkx0fAoBt5ZZ4d1yFjau/yJGJ71rUEdZf\nmkZSVjQyZPSs/zZVvTvRqlpPsUMrlJ2Vx7F94YRfeQaAa2V7+g1vgqePNMpCIilyD1lQUBChoaH4\n+flx5coVLC0tqVevHvfu3dN1jMhkMrx7fEbX5rWYNKQFvjWkOWLGTp2VReLKlSQsW4Y6PR0Ah759\n8ViwACtfX5Gjk5S2/Kw4np+fTfKdzQCY2XpQte0yKtYdqlcrP2JIyHjGhsszCIk+AkD1Sv683WqN\nXk3aFwSBmyFRHNlznZysPExN5XTo6UurznUxMSnyzf4SSbmh0x4yT09PUlNT6du3L507d8bR0RFv\nb+/ixlhix9aMlSbrS9AolSR98w3xixahSkoCoEKnTlReuBCbpk1Fjk5S2jQFucSFfs6Lq4vRFGQj\nMzHHLWg6lZvNwcTcVuzwRJWvUrL/1ufsu7GUfLUSK7MKDA/6hB71JmCiRz10yYmZHNwZwpMHCQBU\nq+XCa8ObUMmlgsiRSST6pURnWQYHB5ORkUG3bt0wN9f93Tqlebi4PjLkvfTSyk1QqUjZsoUXn35K\nwfPnANg0a4bHokXYdejwyj+/pAz52oF4+QmChpT7O3l+7kPyM7XX27FmX6q2XYqlY81Se57yev1C\no4+x4dJ04jO1U+zb1hjK6Kaf4WTt/oc/J2Z+qgI1507c4+zxe6hUGqxszOne34+A5tVKZVWzvF67\nopLyK990ukL2e4b8lyjRL4JaTequXbz49FPyHj0CwKpBAzwWLcK+Vy+j364yRJmxl4g68y7ZcdcA\nsHbxw6v9F9hV/ffD3g1dQsYzvr3yHteiDgPg5VifN1t+ia97G5Ej+6MnDxM4uDOE5IRMAAKa+9Ct\nvz82thYiRyaR6K8SrZCVNUNfIZP8laBWk7p7N3Hz56N88AAAixo18Jg/H8fBg5HJpb4TQ5OXHkn0\nuQ9QPNgFgJmNG1VaL8K5/ihkcuOeHfd325NDA+fRs/5EvToIPCtTybG94dy4FgmAs5sdrw1tjE8t\nqd1EYlzKbIVMItEVQa0mdc8ebSF2/z4A5t7euM+dS8WRI5GZ6c+Hj6R0qPIyeHH1M+JDVyCo85CZ\nWuLe+D08mswy+j4xgNDo42y4PJ34DO0B6f+0PSkmjUYg7OITjh+4gTKnAFMzE9p3r0+rznWk8ycl\nkiIq8jKDRqNh27ZtzJ8/H4Do6GiuXbtW7CdUq9X4+/vTu3dvABQKBZ07d6ZWrVp06dKFtLS0Yv/M\n8s6Qz/Qqam6CRoNi927uNWzIs6FDUd6/j7mXF14bNlD/4UMqvfGGXhZjhnztQLf5CRo1iTc3cPPb\nmsRdXYygzqNi3WE0euMhnq0WlEkxps/XLyEzkv+eGMCCn18jPuMJVR3rsajXSaa331zkYqws8ouP\nTWPD579wYEcIypwCatZzZ8pH3WnXvb5OizF9vnalQcrP+BR5heztt99GLpdz+vRp5s2bh62tLW+/\n/TahoaHFesKVK1dSr149MjO1vQWLFy+mc+fOzJw5kyVLlrB48WIWL15cvCwk5Zag0ZC2bx8vPv0U\n5d27AJhXrYrb3LlUHDUKeRncNCIpe+mRJ4kOfo+cJO1ZuLYezana/gsqeDQTOTLx5auUHLi9gj3h\ni3+3PfkRPeu/rVfbk/l5v07aP6WdtG9rZ0mvQYH4BnhKvZ0SSQkUuYfM39+f8PDwwv8FaNSoETdv\n3izyk8XExDB69GjmzJnDF198waFDh6hTpw5nz57F1dWV+Ph42rVrx4Nfe4YKg5TJGDVqVOGYDQcH\nB/z8/ApvLnhZaUuPy89jQaPBT6HgxaefcvHOHQCaV62K25w53PbxQW5mplfxSo9L53F24g32rRlH\ndkIYAdXB3K4qzy1HUaFqe9q3by96fGI/Dnt+nE+/fYuU7BdUqi2nTfUh1MzvjZ1lJb2I7+Xj6KfJ\nJDwxJ02RTfSLe9T1q8L0D8ZgaWWuF/FJj6XHZf345b+/PPd7y5Ytxe4hK3JB1rRpUy5dukRQUBDh\n4eEkJSXRpUuXwuKsKAYOHMjs2bPJyMhg+fLlHDp0CEdHR1JTUwHt8EAnJ6fCx4VBSk39BkNQq0nd\nu5f4RYvIvX0bADNPT9xnz6bimDHILaS7sAxRXnoUMRc+Ivne94CAibkdHs0+xC1gKnIz6RDpF+mP\n+e7K+4REHwXA06Eub7VcSQOPtiJH9kfpqTkc3h3GvRsxALh7OtJ3WGOqeFcUOTKJRL+UpG6RF/UP\nTp48mX79+pGYmMjs2bNp2bJlsY5OOnz4MC4uLvj7+/9jkDKZzCiXun9fYRual7kJBQWkbNnC3Xr1\neDZkCLm3b2NWpQpV167FNyIC5wkTymUxZsjXDl49P5UylejgmdzcWJvke9uQyU1xC5xGo/FP8Gj6\ngejFmNjXLzc/ky1XZzN5rx8h0UexMqvAmKZL+PI/IaVSjJVWfmq1hounHvDlp0e4dyMGcwtTeg4M\nYOKsLqIVY2JfO12T8jM+Re4hGzFiBIGBgZw6dQqAn376ibp16xb5iS5dusTBgwc5evQoSqWSjIwM\nXn/99cKtSjc3N+Li4nBxkW6PNiSa/HyS1q0jfskS8n9dyjX38cFt1iwqjh5dLoswyb/TqJQkhK8h\n9soi1ErtinfFukOp0mohlg7VRI5OfBpBw9mIHWy5NofU3HgAOtYaxeuN5+NorV9Hw0U/TebgD6HE\nPddex/r+nvQcFIC9g7XIkUkkhqXIW5aff/45Q4YMoXLlyq/8pGfPni3cspw5cyYVK1Zk1qxZLF68\nmLS0tL809UtbluWPOjub5G++IWH5cgri4gCwrFMHt9mzcRo6FJmpNHHFEBVO2D8/h/yMKADsqrbH\ns+1SbN2CRI5OPzxKDGHD5ek8StTepV7bpSnjW3xBTWf9+vvJzsrjxIGbhF7UjttwcLKhz5BAajd4\n9c8AicTQ6XQOWWZmJl26dMHR0ZEhQ4YwcOBAXF1dix3kSy+3Jj/44AMGDRrExo0b8fb2Zvfu3SX+\nmRLxqdPTSVy9msQvv0SVnAyAVaNGuM+Zg0P//shMpJlEhio96hTRwe+Tk6jtK7Wq5EvVtkux9+lm\nlK0If5aaE8+2kI849WgrAI5Wboxqsoi2NYchlxW5e0TnNBqBsEtP+PnATXKz8zExkdOqUx3ada+P\nuYX0i5REoivFntR/8+ZNdu/ezd69e6lSpUrhFqYuGfoKWXBwcOEdG+WVKjmZhC+/JGn1atTp6YD2\nrMknr71Gj1mzDPYD2RCu3f9TlPxyEm8RfW4W6c+OA2BuW5kqrRZQqf5IvZ+wXxbXr0Cdz+G7a9h1\nfRG5BZmYys3o02Aqg/w+wMpctwdsFze/2CgFB38IJSYyBYDqdVzpPTgIZzc7HUVYctJrr3wz9PzK\nZFK/i4sLbm5uVKxYkaSkpOJ+u8TA5MfEkLBiBcnr1qHJyQGgQvv2uM2dS4X27Yk/e9ZgizFjp0x7\nQsyFeaTc38nv75x0DZiCiZnUXwTaKfsbr7zHi/QIABpX7cHYZsvwsK8hcmR/lJudz8lDt7h2LgJB\nADt7K7oP8KdBYFXp9SuRlJEir5CtXbuW3bt3k5iYyMCBAxk8eDD16tXTdXyA4a+QlUe59+6RsGwZ\niu3bEQoKALDr0QP3OXOwbdFC5OgkupSf9YLYSwtIuv0tgkaFzMQcV7+JeDSbi5l1JbHD0wux6RFs\nvPweYc+1q4aV7WsxrvlyAjy7ihzZHwmCQPiVZxzff4PsrDzkchktOtSmQ09fLCz1ZwitRFLe6HSF\nLDo6mi+//BI/P79iByYxHFkXLhC/dCnphw5pvyCX4zhoEG6zZmEdECBucBKdUuUqeHFtCQnXV6FR\n5YJMjrPvGCq3+BgLey+xw9MLOfkZ7A7/jEN3VqHSFGBtZseQwLn0qDcRMxNzscP7g/jYNA7uDCXq\niXanw7uGM32GBuHq4SByZBKJcSpWD5lCoeDx48colcrCr7Vp00Yngf2eoa+Q6fteuqDRkH7oEPFL\nl5J96RIAMktLKo0Zg+uMGVhUr/6P36vvub0qY8ivdYsg4sNWEheyDHWetj/QsWZ/PFsvxKpi0Uff\n6KPSun5qjZpfHm5ie9inpOcmIkNGx9qjeD1oPg7WJb/56VX9XX7K3AJOH7nN5TOP0GgEbCpY0P0/\n/vg18S5X25PG8NqT8iu/dLpCtmHDBr766iueP3+Ov78/V65coXnz5pw+fbrYgUrKB01eHort20lY\ntgzlr8dZmTg64vzOO7hMnoyZNDPOoGlUeSge7efG3cGochIBsPfqTJXWi7B1byxydPrjRuwpvrsy\nkyiF9giwOi7NGNfic70bYyEIArfDojm6N5zM9FxkMhnN2tWkU++GWFnr1+qdRGKMirxC5uvrS0hI\nCM2bN+fGjRs8ePCADz/8kB9//FHXMRr8Cpm+UWdkkPTNNyR++SUFL14A2uONXKdPp9K4cZjY2ooc\noUSXBI2a5HvbiLn4SeEsMRv3Jni2/gx7rw4iR6c/YtMesenqrMLjjlxsvRjZZBGtqg3Qu5WmpPgM\nDv4QytOHCQB4+lSkz5AgPKo6iRyZRGKYdLpCZmlpiZWV9pgTpVJJnTp1ePjwYfEilOi1grg4Elau\nJOnrr9FkZABg6euL28yZOA0ZgsxMavI1ZIIgkBrxIzEX5pKbch8Aq0r18Wy1CIcaffSuyBBLplLB\nrvBFHL27DrWgwtLMloF+s+jjOwVzU0uxw/uD/DwVZ47d5eIvD1CrNVjbmNO1nx8Bzashl0vXUyLR\nJ0UuyKpUqUJqaip9+/alc+fOODo64u3trcPQjIfYe+k5N26QsGIFqTt3Ft4xadu2LW4zZ2LXvfsr\nfRCLnZuuGUJ+giCQHvkzMRfmkR0fAoCFvTdVWs7ndkJlGtY03FWx4lw/laaAY/fW88P1BWTlpSJD\nRufaYxke9LHeHXckCAL3bsTw1fKtVLKrhkwGQa2q0/W1RljbGsZxZYbw2vt/pPyMT5ELsgMHDgDw\nySef0K5dOzIyMujWrZvOApPolqDRkH70KIkrVpD5sg9QLsehf3/cZs7EpmlTcQOU6JwgCGREnSLm\n4jyyXlwGwMzalcotPsK54XjkJubIkoLFDVIPCIJA6PNjbLoyi9j0RwA09GjP2GZL8anYUOTo/io5\nMZMju8N4dDeO7CwlDX0d6TMkCE8faSSJRKLPitxDNmLECNq2bUvr1q2pU6eOruP6A6mHrPRocnJI\n2bqVhBUryHuk/XCR29pS6Y03cJkyBYtq0sHPxiDj+VliLswjM+YcAKZWlfBoMgsXv4mYmNuIHJ3+\niFTc4bsrM7kZqz2RxMOuBmOaLaFx1Z56t4Wbpywg+Pg9Lp56gFqlwdLKjM6vNaJJ6+rI5fpzNJNE\nYgxKUrcUuSA7ffo058+f58KFCzx+/JiAgABat27NtGnTShRscUgF2avLf/GCpDVrSFq3DrVCAWgb\n9V2mTKHSuHGYOkizh4xBZuxFYi7MIyNauypqYumIR+P3cQ2YjIm5dLPGS2m5iewI/ZSTD79DI2iw\nMXdgSMBcutd7S+/mib28e/LYvnAy0nIBCGheja59G2Frp189bRKJsdBpQQagUqkIDQ3l9OnTrFu3\nDisrqzJp7Df0gkyXe+l/1x9m3aQJrtOn4/if/yAz1e1hwYbeJ1Be8st6cZWYix+THvkzACYW9rgH\nzcA1cCqmFv98TmF5ya+k/pxfgTqPQ3dWszv8M3ILMpHLTOhR7y0GB8zFzrKieIH+g/jYNA7vCuNZ\nhHYsSWUvJ3oPDizcnjTk62fIuYGUX3mn07ssO3bsSHZ2Ns2bN6dVq1aEhobiIs2h0kv/2B/2n//g\nOn06Ns2b6912i0Q3suPDiLn4MWlPjwBgYl4Bt8BpuAW9i6mlo8jR6Q9BELjwdA/bQuaRkPkMgEDP\nboxpugRPx7Jt0SiK3Jx8Th2+zdWzEWg0Ata2FnTt20i6e1IiKceKvEL27rvvEhoaiqWlJS1atKBt\n27Y0b968cBSGLhn6CllpUWdkkLJ5M4mrV5MXoT3MWG5rS6Vx47T9YT4+IkcoKSvZiTeJvfQJqRHa\nm3HkZja4BkzGvfF7mFnp30qPmO7GnWfT1Q+ISAoFoKpjPcY2W4p/lc4iR/ZXGo1A+JWn/PzjTbKz\n8pDJZDRtW4NOvRpiZaNfW6kSiTHT+ZYlQGZmJps3b2b58uXEx8eTl5dXrCcsCakg+/+UDx6QuHo1\nKVu2oMnKAsC8atXC/jATe3uRI5SUlZyk28Remo/i0V4A5KZWuPq/g3vjhKwXvAAAIABJREFU9zGz\nkVa0fy8m7SFbrs3mWtRhAByt3RkWOI+OtUZiItftVn5JxESmcGhXGDGRKYD27MlegwNxryKtdEok\n+kanW5arVq3i/PnzhIWF4ePjw9ixY2ndunWxg5T8VUn20gW1mvRjx0j86isyT54s/Lptu3a4TJmC\nQ+/eOu8PKwpD7xPQl/yyE28Qe2kBqRH7AZCZWODqNwH3ph9gblPyGVn6kl9pSstJYOf1hZx4sJHE\nBwVUqV+Bfo1m0LfBNCzN9O8O0+xMJSd+ukXYpScIAtjZW9Gtvx8NG3v9a+uBIV6/lww5N5DyM0ZF\n/sRWKpXMmDGDgIAAzKSJ7aJRpaWR8t13JK5ZQ/7TpwDIrKyo+PrruEyahFWDBiJHKClLWfGhxF5e\nQNrjgwDITC1xaTgejyazMK9QWeTo9EueKoefbq9k383lKAuykMvkNPbqxceDv9a7wa4AarWGa+cf\n88uhWyhzCjAxkdOiY23ad6+PhaX0HiyRGJpib1mKQdqyhNy7d0lctQrFtm1ocnIAMPfxweWdd6g4\ndiymjtK2hTHJjL1M7OUFpD87Bmi3Jl38JuLe+D3Mbd1Fjk6/qDVqzkRsY3vopyhytGezNq7ak1FN\n/quXDfsAzyISObwrjPjYNABq1nOn58AAnN3++Y5YiUSiP3S6ZSkpe4JaTdrBgyStWkXmmTOFX6/Q\nqRMukydj37MnMhMTESOUlLWMmPO8uLSA9CjtNrXczEbbIxY0Q+oR+xNBEAiPOcHma7OJUtwBoHql\nAMY0XUwDj7YiR/f30tNy+Hn/DW6GaA91d6xoQ4+BAdRtWFm6M1oiMXBSQaYH/jILKTGR5I0bSf7m\nG/KjtG/MchsbKo4ahfOkSVjVrStSpMVn6H0CZZGfIAhkPg8m5tJ8Mp8HA9rxFa4Bk3ELfBcza90d\niVNer9/TlJtsvvph4YR9F1svRjSeT+vqg5DLfptary/5qVRqLp1+yJmjd8nPU2FqZkLbrvVo3bkO\nZuYlf5vWl/x0wZBzAyk/Y1TkV3pYWBiBgYF/+Nrhw4fp1atXqQdljARBIOv8eZK+/pq0ffsKh7ha\n1KiB8zvvUGnMGOluSSOjPWvyF2IvzScz9gKgHejqFjgVt4CpmFo5iRyh/knKes720E8IjtiOgICN\nuQMD/T+gZ72JmJvq59T6iHtxHN4dRnJCJgD1/arQfYA/jhWlkxMkEmNS5B6ygIAAtmzZQoNfm8Z3\n7tzJihUruHbtmk4DBMPuIVOnp5OydStJ69ahvHdP+0W5HPtevXCeOBG7Ll2QSefQGRVBEEh/dpzY\ny/PJenEF0B5x5B40HVf/SZhaSsdc/VlWXhr7by7n0J1V5KuVmMrN6FFvIgP9P9DLCfsAKUmZHNsX\nzv2bsQA4u9nRa1AgNerq3w0GEomkeHQ6h+zp06cMGDCAHTt2cP78ebZu3crhw4exL4NVG0MsyHKu\nXyfp669R7NhR2KRv6uZGpXHjcB4/HvOqVUWOUFLWBI0aRcR+Xlz5jJzEcEB76Ld74xm4+L39f484\nMlb5KiVH7n3N3htLyMpLBaBVtYG83ng+bnbVRI7u7+UpCzh7/B4Xfj0E3NzClA49fWnevhamplJP\nqERiCHQ+GPbhw4f07dsXLy8v9u/fj7W1dbGDLAlDKcg0ubkodu0i6euvyfndyuI9Pz96zZ6NQ9++\nyAxspIih9wmURn4adT7J974n7uoSlKmPADCzdsWt8Qxc/SaKeui3vl4/7Z2T37MzbD7J2TEA+Lq3\nZWSThdR2aVLkn1OW+Wk0AjdDIvn5x5tkpmsPAfdv5kOX1xpi56Cb91J9vX6lwZBzAym/8k4nd1k2\n+NNcK4VCgUajoWnTpshkMm7dulW8KI2Q8tEjktatI2XzZtSp2t/iTRwcqDh6NM5vvUVmfDyOBvwf\npuTvqQtySLr1LXEhy8jP1BYVFvbeuDeZibPvGOR62vMkJkEQuBZ1mG0hH/E87T4APk4NGdlkIf5V\nuujtnYjPI1M4sjuM58+0U/areFek16CAwkPAJRKJ5F9XyCIjI//vD/D29i7FcP5eeVwh0+Tlkfbj\njyRv2PDbAd+AdePGOE+ciNPgwcjLaIVRol9UyjQSwtcQH/YlqtxkAKwq1sOj6Yc41RmM3MSwVklL\ny734i2y5NocHCZcBcK3gw/Cgj2ldffAf7pzUJ5npuZz46SbXL2sPLLe1s6RbPz8aNfGWDgGXSAxY\nmZxlKYbyVJDl3rtH8oYNpGzdilqhALST9J2GDcN54kRs/nSnqsR4FGQnEBe6gsQba1Hna++os3Fv\nQuWms3Go0RuZnhYVYotS3GVbyFxCoo8CYG/pzCD/D+ladzxmJvp5oLaq4NcxFse0YyxMTOW07FCb\ndtKUfYnEKJSkbinyJ8DIkSNJ/XW7DbRbl2PHji3WkxkqTU4OyZs386BlS+7Vr0/il1+iViiw8vPD\nc80aGr54gfe33/5jMRYcHFy2AZchQ84NipZfXnokkb9MIny9N3HXlqDOz8TOqyN1Bv1C/eFXcKz5\nmt4WY2Jev8TMKFYGj2PqvkBCoo9iaWrDkIC5fDP4Pr183ymVYqy08xMEgfu3YvlqwVF+PnCT/DwV\ndRtVZupHPejaz6/MizFDfv0Zcm4g5WeMijyH7NatWzj+7ngeJycnrl+/rpOgyouc8HDtatj27Wgy\nMgCQV6iA07BhVBo3DuvAQL3taZHoXm7KfV5cXUzyve0gqAFwrNkXj6YfYute9MZzY5OhTGHvjSUc\nufs1Kk0+pnIzutYdzyC/D3CwdhU7vH+UGJfOkT3XeXw/HpDGWEgkkuIp8pZlo0aNOHPmDE5O2mGU\nCoWCtm3bcvv2bZ0GCPq1ZanOyECxYwfJGzaQ87uC1KZZMyqNH4/joEGY2EoDHY2VIAhkxV7kxbWl\npD05pP2izISKdYfi0fQDrCvVFzdAPaYsyObgnVX8ePNzcgq0v+C0qT6YYUEf425XXeTo/lluTj6n\nj9zmSnAEGo2ApbUZHXs1oGmbmpiY6OfKp0Qi0S2dnmU5Y8YMmjdvzqBBgxAEgT179jBnzpxiB1ke\nCYJA9pUrJG/YQOquXYVzw0wcHak4ciSVxo3DytdX5CglYhI0alIf/0RcyLLCYa4yU0ucfcfg3vh9\nLB18RI5Qf6k0BfzyYBM/XF9Eaq52dcm/ShdGNl5AtUp+Ikf3zzQaDWEXn3Li4C1ysvKQyWQ0aV2D\nTr0bYFNBukNWIpEUT7Ga+u/evcuZXw+57tChA/Xq1dNZYL8n1gpZQUICiu+/J3nTJpR37xZ+3bZd\nO5zHj8ehf3/klq/+xmvI81gMOTeA07/8TP1KkcSHfo4yNQIAU0snXP3fwdV/Urk/8FuX10+tUXP+\nyS52hi0gPvMpADWdgxjZeCENK7fXyXP+WUnzexaRyJHd14mL0fbVetd0ptfAQNw9Hf/lO8uWIb/+\nDDk3kPIr73S6QgZQUFBQ+AQFv561aGg0+fmkHzlCyqZNpB89Cmpt74+piwsVR4+m0rhxWNasKXKU\nErGpchUk3FjL48OfY1M5DdDOEHMLmo6z71hMzG1EjlB/CYLA1ahDbA/9mOhU7XFhle1rMTzoE1r4\n9Nfrvss0RTbH99/gdlg0AA5O1nTr749vgKdexy2RSPRfkVfIVq5cyYYNG+jfvz+CIHDgwAHGjx/P\nlClTdB1jmayQ5dy8ScrmzSi+/x5VsnY2FKam2PfsSaUxY7Dv0cPgpuhLii8vPZK40BUk3d6IpiAb\nAGvXADwav49T7QHI5MX6HceoCILAzdhTfB/6MRFJoQA421ZlSMBc2tccjoke/93l56s4f+I+507c\nR1WgxszMhDZd69Gqcx3MzfU3bolEIg6dziFr0KABV65cwcZG+5t/dnY2zZo1K9dN/aqUFG2D/qZN\n5IaHF37d0teXSmPG4DRiBGYu5XvLSVI6shPCiQtZRsqD3YV3TNp7d8W9yfvYVe0grY78i/sJl/k+\n5GPuxJ0FwMHKlUH+H9ClzhuYmViIHN0/EwThf+zdeVjU19n4//cM+74KuLIMIggKjgsYXDGCGhXX\nGGNNYpqmTds8TZo+5kn7ND5dftEsTfJtkqbW2Gg0m4mKGuOKghpXQED2HUVZZFVggNl+f0wyiVWj\nIjAzH87runpdmc9nnLlvBzs359znHC6kX2T/jkxamgy9o6PGDmPWoijcPcUoqCAIt9brU5ZyufyW\n/21J9BoN1w4coH7TJlp270bf1QUYjjLyfPRRvFat6vPtKqQ8l27Juen1eloqD1F99nWuVR42XJRZ\n4TXyJwwc/zucfCIN+flLtxi738+vrCGLj8+tIe3SPgCc7TxYNPoFHgr/JfY2pi9ofiy/Kxcb2ftF\nBhUlVwEYOMSDucuUBARbzi9plvzv706knBuI/Pqjuy7IVq1aRXR09A1Tlpa0MWxHQQH1H35I45Yt\nqKurDRflclxnzcJr1Src58/vkQZ9wfLpNB005H9KdfpbqK4aRoDlNk74RD6N39jnsHMdZuIIzd/l\n5iI+Sf8zJ8q+AMDe2on5o/6LxFHP4WznbuLofpzhuKNszp8uQ68HR2c74uePZmxskMX+IioIgvm7\np1WW6enpfPPNNwBMnjyZMWPG9FpgP9TdKUtNfT2Nn39O45YttJ05Y7xuN3w4XqtW4fXYY9gOHtyT\noQoWTN1WR23m+9Rm/gNNex0ANk5++CqfxTfqGaztzWsFnTmqu17J5+df4UjRR+j0Omys7Jgd9nMW\nR/037g7mPbKk7tLwzZFCUvfnGY47spIzcXoI02aH4+Bonkc0CYJgnnq1h6yjo4Pt27dTUVGBRqMx\nvuHLL79875Heo3tJTNfRQctXX9GwZYthleS3scpdXPBctgyvJ57A6YEHRM+PYNRen0tN2lvU521F\nr+0EwNEnCr9xz+M1Yhlya/PtcTIXTe01fJn5KvvzP0Cj60Ius+LBEU/w8JiXGOA81NTh/Si9Xk9O\nxiX278ikudGwUCMscjCzFo3B28fFxNEJgmCJerWHLDExEXd3d8aOHYu9mU3t6XU6Wk+coHHLFpq+\n+AJtS4vhhpUVrrNn47VyJe6JicgdHU0b6G1IeS7dXHPT6/W0VBykJu1NWioOGq+7K+YxcNzzuAyd\ndldFu7nm11PulF9rZxM7s99kT867dGrakSFjiuIRlo/9I4Pcgvsu0G764vPdNF1yoLLUsLLad7Ab\nDy1RogiVxnFHUv75lHJuIPLrj+66ILt8+TIHDhzo9ht1dHQwdepUOjs76erqIjExkbVr19LY2Miy\nZcuorKwkICCAbdu24e5+dz0mHYWFNGzZQuPHH9NVUWG87qhU4rlyJZ7Ll2Pja75n3wl9T6dWUZ//\nMTVpb6FqMOyBJbd2wDtiFX5jf4ODZ4iJI7QM7V3X2JPzLrsuvE1bl+EXoGj/eTw67v8I8DT/Uyuu\nNbdzcFc2u3acw3/QSJyc7Zgp+sQEQTChu56yfPrpp/n1r3/N6NGju/1m7e3tODo6otFomDRpEm+8\n8Qa7d+/G29ub1atX8+qrr9LU1MS6detuDPIHQ3/qq1dp+uwzGrZsof3cOeNzbIYOxWvFCjxXrsSh\nj04QECyHuq2W2sx/UHv+H2hUhtEQG+dB+CmfxWf001g7eJo4Qsug6rrO3rz32Zn9Jq2dhl3qIwfF\nsWL8nxjhY/4Hpqu7NJw4XEDqgTzUXVqsrOU8EDeCabNGYu8g+sQEQegZvdJDNmrUKAC0Wi3FxcUE\nBgZiZ2dnfMPs7Ox7DrS9vZ2pU6eyadMmFi9eTGpqKr6+vtTU1DBt2jQKCgpuDFImo+Hb5vyW/ftv\n6AvzWLIEr5UrcZ46FZn4zVb4D+112dSkv019/sfotYYtThx9lQwc91s8RyxFbiW+hO9Gh7qNfXnr\n2ZH9N651GArakX6TWDFuDREDp5g4ujvT6/Vkp13kwM7v9xMLjxpCwqIovAaIPjFBEHpWr/SQ7dmz\n55ZvBNzzm+l0OpRKJaWlpTzzzDOEh4dTW1uL77fTir6+vtTW1t7yzz6+bBmDDG+Od1gY0UuWMPd/\n/ge5oyMpKSlw7JhxPjolJQXAYh6//fbbREVFmU08Pfn4u//uy/c/eiSZ65e/IdjmKNcvpZBRanj/\nGQmJ+I37LeklWhrqZEwbaWuR+fXl40PJBzhb+RWppZ/jEGCYmnSsC+XBEY/z5NznkclkZhXvrR5v\n+3QXZ1KLsZcZVlS3qi8RPXU4j66cLPnPT8r5/WeOpo5H5Ne/8/vuvyt+0D51r+44Qnb27FmGDh3K\nwIEDAdi8eTPbt28nICCA//u//8PT896nelpaWkhISGDt2rUsWrSIpqYm4z1PT08aGxtvDFImI2/s\nWENf2COPSK4vLCVFus2NfZmbWtXA1ewPqM38B13XLgIgt3FmQMQT+I39DfYePd9kLtXPrkvTwcGC\njbz72V+w8zf8+wwZMJ7lY19mzJCZFrFKuaWpnYNJWWSerQDA2dWemfNHo5wYaOwTk+rn9x0p5yfl\n3EDkZ+l6ZcpyzJgxJCcn4+npybFjx1i2bBnvvvsu58+fp6CggC+//LJbwf7lL3/BwcGBDz74gJSU\nFPz8/Kiurmb69Om3nLLs7bMsBcvVVpdFbcY7hmlJTQcAdu7B+CmfxTvicazt3EwcoeVQazs5XLiJ\nLzJfpaHtMgAK7zE8OnYNY4fOsohCrKtLw4lD+Rw7kI9abegTi50RytSEkdg7iPNoBUHofb0yZanT\n6YyjYJ9//jk///nPWbx4MYsXLyYyMvKu36i+vh5ra2vc3d1RqVQcOnSINWvWMH/+fDZv3syLL77I\n5s2bWbBgwT0lIPRPep2GxuIkajP+zvWq48brboGz8VM+i1tgAjKZ3IQRWhaNTs2Roo/Ydn4dV1sN\no4sBnqNYPvZlov3nWUQhptPpyU6r5GBSlrFPLEI5lISFUXh6O5s4OkEQhB93x4JMq9WiVquxsbHh\n8OHD/Otf/zLe+26D2LtRXV3N448/jk6nQ6fTsXLlSmbMmMGYMWN4+OGH2bhxo3Hbi/5GykO3PZ2b\nur2eq9kbDNOS16sAsLJ1wTtiFb5jftXn21ZY+men1WlIKfmEzzNeofZ6OQBD3cNYPvZlJgYu4Fjq\nMWQB5l+MXSyr5+svM7hU3gDAoGEezFmiJHD4j58OYOmf351IOT8p5wYiv/7ojgXZ8uXLmTp1Kt7e\n3jg6OjJ58mQAiouL73q/MDCs1szIyLjpuqenJ4cPH76HkIX+qK32/LfTkp8Yd9O39xyB75hfMyDi\ncaxsxUq5e6HVaTle+jmfZfyV6muGVQ+D3UJYPvaPPBC4GCu5lYkjvDvNjW0cTMoi61wlYOgTS1gQ\nSVR0IHK5+ReSgiAI37mrfchOnTpFTU0N8fHxODk5AVBUVERraytKpbL3gxQ9ZP2STttFU9EOas+/\nx/XLJ769KsM9aA6+ymdxC5gppiXvkVan4XjpNradX8vlliIABroqeET5v0xWLLOYQqyrU8Oxg/mc\nOGToE7O2ljNpZhhT4sOwsxd9YoIgmFavnmVpSqIg6186r12kLms9ddkfGA/5trJ1ZcCoJ/Ed86te\nWS0pdVqdhtSST/ni/DquXCsBwNclkGXK3zMt+FGs5Hd9aIdJ6XR6ss5VcHBnFtdaVACMGjuMhIWR\neHiJPjFBEMxDr55lKfQeKc+l321uer2OloqD1J7/B81le0GvA8DBOwLfqGfwDn8MK1vz+8I1989O\no1OTUvwxX5x/lZrrZQD4uSpYGvUi04Y/irX8x0eTzCm/8uI69n15nssXDdviDPb3ZM4SJQHBA7r9\nmuaUX2+Qcn5Szg1Efv2RKMgEk1K313M150PqMv9JZ4uhYJDJbfAMfQTfqGdwHhxrESv8zI1a28XR\n4i18kfkaddcrABjkGszDY15iSvAjFjMiBlBfd50DOzPJyzQs4nB1c2Bm4mjRJyYIgqSIKUuhz+n1\nelqrz1B3/h80FG4zNunbuvrjG/ULBkQ8iY3Tj6+OE25Nre0kuXAzX2a9bty+YrBbCMuUv2dS0FKL\nKsTa2zo5+nUuZ1KL0Wp12NhaMSU+jEkPhmFrZzl5CILQ/4gpS8Gsabtaacj/hNrM92mvy/z2qqFJ\n3yfql7gHzkJmIU3l5qZL08Hhwg/ZnvUG9W2GkaSh7mEsU/7eolZNAmg0Ws6klnD06xxU7V3IZKCc\nGMTM+aNwdXc0dXiCIAi9QhRkZkDKc+kpKSlMiPChLvN96nM/Qtt1DQBrB28GjPopPpE/x9490MRR\ndp+pP7tOjYpDBf9me9YbNLZfAcDfI5yHlb/ngcBFyO9zFWpf5qfX68nLquLAjkwarrYCEDTClzmL\nxzBwqEevvKepP7/eJuX8pJwbiPz6I1GQCb1Cp+mgsWg7Fcmv4XAu23jdeXAsvlHP4BmyBLm1nQkj\ntGydmnYO5G9kR9YbNKlqAMPO+suUfyAmIPG+C7G+drmyka+3Z1BRfBUAb18XZi8ew4iIQaKHUBCE\nfkH0kAk9qr0+l6vZG7ia+xHaDsOh1HIbJ7xHrsQ36hkcfUabOELL1qFuY3/+BnZmv0mzqhaAIK8o\nlin/wAT/uRZXiDU3tnFodzaZZyoAcHSyZcbcUYyfHIyVlWXlIgiC8B3RQyaYhFbdTmPhNuqyNtB6\n5aTxupPfOHxG/wyvsOViJ/371NbVwte5/2R3zt+51lEPQLD3WJYp/8D4YXMsbhSps0Nt2Nj1cAGa\nbw8Af2D6CKbOGomDo62pwxMEQehz4ldQM5CSkmLqELqlrS6T8kO/4vz7gyjbt4rWKyexsnXBJ+oZ\nIh7LIGLlOfKaQiRdjPX2Z9eiusrWcy/z1CfBbE17mWsd9YQMGM8fE3bxxoJvmOD/UK8WYz2dn06n\nI+2bUt5c8xUp+3LRqLVEKIfy3MsPMWtRVJ8XY5b6b+9uSTk/KecGIr/+SIyQCfdE29VKQ8Fn1GX9\ni7aac8brzoNi8Bn9NJ4jHsbK1smEEUpDQ9tlkrLf4kDBRjo17QBEDJzK0jEvEjkozuJGxABK8mv4\nensGtZdbABga6MXsxWPwV3R/Y1dBEASpED1kwh3p9XraatO5mr2B+rxP0KkNK+Cs7NzxDl+Jz+if\n4ThglImjlIaaa2XsyPobyUUfodF1ATB26CyWjvkfwnwnmji67qmrbmHfjkyKcgyrQN09nUhYGMmo\nscMssrAUBEG4E9FDJvQoTUcTDfmfUJe9kfa688brLkMm4zP6Z4aVkjYOJoxQOi425bM98zWOlX6O\nTq9FhozYwMUsGfMiQV6Rpg6vW1qvd3DkqwucO1GKTqfHzt6aabPCmRg3Ahsby9kXTRAEoS+IgswM\nmNN+LHqdlmsXj3D1wr9pLN5p3EXf2sEL7/DH8Rn9FA5eYXf9euaUW2+43/xKrmbwZearnKpIAkAu\nsyJu+EoWR/03Q9xH9FCU3ded/NRqLaeOFJKyP4/ODjUymYzoKcHEzR2Fs4t97wTaTeLn03JJOTcQ\n+fVHoiATAOhoLqM+ZxNXczbRdf3St1dluAXEMyBiFR7DFyC3Nq8vU0uWW32CLzJf5XzVQQBsrOx4\nMOQJFkb+Fl+XANMG1016vZ4L6Rc5sDOL5sY2AEIiBjF7URQ+A91MHJ0gCIJ5Ez1k/ZhW3U5T0Xbq\nLvyb65dSjNft3AIZELEK74jHsXMdZroAJUav13O+6hBfZL5KXs0JAOytnZg18mkSR/0GT8eBJo6w\n+y6W1fP1lxlcKm8AwHewG3MWKwkO8zNxZIIgCH1P9JAJd/Tdwd71OR/SkP8p2q7rAMitHfAMWcKA\nUU/iMnQKMgvbYNScaXVazlbu4YvMVymtzwDAydaduRG/Ym74r3C19zJxhN3XWN/KwaQsLqQbDjJ3\ndrVn5vzRKCcGIpeLnyFBEIS7JQoyM9AXc+nqtlrqc7dwNeffqBryjdedB8UwIOJJPEMfxtqu56eV\npN4n8GP5qbWdHC3+mJ3Zb3KlpRgANwcfEkf9htlhT+No69qHkXbP7fJTtXeRuj+Pk0cL0Wp0WNtY\nMenBUKbEh2Fnb9P3gXZTf/75tHRSzg1Efv2RKMgkTKfppLnsK67mfkRz6V7QawGwcfTFO/wxBoxa\ndU8N+sLdae+6xoH8D9iV83ea2qsB8HH2J3HUb5gZugo7a0cTR9h9Wq2Os8dLOLI3h/ZWw4KPqOgA\nZs4fjbun2H9OEAShu0QPmcTo9Xpar5ymPvcjGgo/N54nKZNb4x70EANGPYlb4GzkVpYzimEpmtpr\n2JPzLvvz/0Vbl2HzU3/PCBZH/o7YoCVYyy3371yv15OXVcWBnVk01BmmuQOGD2D24jEM8bfcKVdB\nEITeIHrI+rGO5nLq87ZQn7uFzuYS43VHnzF4h6/EO+xRbJx8TRihdFW3lLAz+y2OFG9B/e02IeF+\nk1kc9TuUQxIsfvPTS+X17NueSWXpVQC8fV1IWBBFWORgi89NEATBXIiCzAx0dy5d09lCY+EX1Od+\nxPWq48brNk4D8R75E7zDV5p8B30p9wmUXM3g9Y/+mzq3k+j0OgBi/OezKPJ3jPCNNnF096/xaitv\nv7YJbathBMzR2Y4Zc0cxfpICKytpNOxL+ecTpJ2flHMDkV9/JAoyC6PTqmmpOEh97kc0lewybtwq\nt3HEY/givMNX4jZsBjK52Am9N+j1erKuHGFH5htkXTlCfbUOP3c7pg9fycLRv2WoR6ipQ7xv7W2d\npOzL5XRKMWWXalH4+xAbN4IpCWHYO/Tt4d+CIAj9heghswB6vZ72ukzqcz+iPv8TNO11396R4Tps\nOt7hj+EZsggrWxeTxillWp2WUxU72ZH1BqX1hmOk7G2cmRX6FPMinsXbeYiJI7x/GrWW06nFHN2X\nQ0e7GpkMoqIDeXDeKNGwLwhmzNPTk6amJlOH0S95eHjQ2Nh40/Xu1C2iIDNjnS0VNBR8Rn3ex6jq\nc4zX7T1DGRD+GF4jV4iNW3tZp6adI0VbSLrw/6i5VgqAm/0A5kat70x0AAAgAElEQVT8mjkjf46z\nnYeJI7x/3+2wf3BXFk31hh32FaG+zF40hoFDLT8/QZC6/vodaQ5u93cvmvot1A/n0tXtVw19Yfmf\n0Hr5G+NzrB288Ap7FO+RK3HyG2cxzdSW2ifQ3F7L13n/5Ou89Vzv/Hb3eZdAFo5+nriQx7CzNhyq\nbqn5fae8uI79289TVWn4Dc9noBuzF0UxPHwgMpnM4vO7E5Gf5ZJybiD9/ISbiYLMDOjU7dTnbqE+\n/1NaKg4a9wuTWzvgEZyIV9hy3AJnIbcS/Tu9raq5kF0X/h9Hi7caV0wOHzCOxFHP8UDgQqzk0vgn\nc7XmGgeTssjLqgK+32F/TEygZBr2BUEQLImYsjQRnaaTlvL91Od/QnPpHnQaFWDYL8wtIAGvsOV4\nBCdiZets4kilT6/Xk1tznKTstzh38Wvj9Qn+c1kw6jlG+k2ymBHJO2m93sGRvTmcO16CTqfH1s6a\nyTNDiZ0RalE77AuC8D0pfkdaCjFlaaH0Oi3Xq45Rn/8JjYVfou1sNt5zGTIZr7BH8QxZgo2jtwmj\n7D+0Og0ny3ewM/st4xmTtlb2TA9ZSWLEfzHYPcTEEfacri4NJ48UcuxAHp0dGmQyGeMnKZgxdxQu\nbg6mDk8QBKHfEwVZL9Pr9bTXZlCf/wkNBZ+hbr1ivOc4IBKvkY+Se9Wf6IeWmTDK3mOOfRCqrusc\nLPyQr3Lepa61EgBXe28eGvkMs0f+HDeHAXf9WuaY3w/pdHoyz5RzeM8FWpraAQiJGMSshVH4Drrz\n2aXmnt/9EvlZLinnBtLPT7iZKMh6gV6vp/1qNo0Fn9NQuI3O5lLjPTu3QLzCHsUrbDmO3uEAFKWk\nmCjS/qWh7TJf5bzHgYIPjEcbDXIbTuKo3zB9+E+MjfpSUZJfw/4dmVRXGZbDDxzqwezFY1CMECc2\nCILQf2VmZrJ161beeOONW95XKBRUVVXh7u7O66+/zmOPPdYncYkesh6i1+tR1efQULiNxoJtdDQV\nGe/ZOPriGfowXmGP4jwwWjL9SJaivCGbpAtvc7zkc7R6DWA42mjB6OcYN2wOcpm0mthrrzSzf0cm\nRbmGg83dPByZmTiayPEByOXiZ08QpMYSviMBMjIyWLt2LWlpaZSXl99wr6qqitjYWJYsWcKKFStQ\nKpW9EsObb77JiRMncHNz48MPP7zlczZs2EBCQgKDBg3C2vrHx61ED5kZaa/Po7HwcxoKttHRWGC8\nbu04AM/hi/EKXYbLkMli5/w+ptVpSbv4Nbtz3iGnOhUAuUzOpKAlJI56jhCf8SaOsOdda27n8J4L\nZJwqR6/XY2dvw9RZI3lgegg2tuKfuiAIpqVUKomPjycnJ4e2tjacnL7fcDotLQ2VSsVrr72GlVXv\nfV/+9re/xcvLi5QfmZmytbVl2LC+3+NT/L90N6gaCgwjYYXbUNXnGq9bO3jhGbIYzxEP4zp0KrK7\n3CJByr0CfZ1be9c1DhduZm/uP6i5XgaAg40LD454nHnhv8bXNbBH388cPrvODjUnDhdw/FA+6i4t\ncrmM6KnDiZsTgZOL/X29tjnk15tEfpZLyrmBdPOTyWQoFApKSkqIjIwE4Pjx49ja2jJu3Lg7FmNl\nZWVs2LDhtvdjYmJITEz80de408jVuXPn6Ozs5Nq1a4SEhDB//vwffX5PEQXZXVI1FtFYuI2Gwm2o\nrl4wXre298QjZBFeIx7GZeg05FZi6wBTqL5Wyt7cf3C4cDMq9XXAsJHr3PBf8eCIx3G0dTVxhD1P\nq9WRcaqMw3su0HqtA4CRUUNIWBCJt6/08hUEoXsCH1rXY69Vvvd/uv1nCwsLCQ0NvaEgq6urw8nJ\nieTkZOLi4u74GkFBQaxdu7bbMQB3bBuaMWMGCxcuBCAqKoopU6bg7u5+X+95N0RBdht6vR5VQx6N\nRdtpKtpB+9Us4z0rO3c8hy/EM/RhXIfNuO8iTIq/BX2nN3PT6/XkVB9jT847nK38Cj2G33oiBk5l\nXsSvGT/sIax6earYFJ+dXq+nKOcK+3dmUld9DYChgV7MWjSGgOC7XyF6N6T8swkiP0sm5dxAmvmd\nOXOG5cuXk5GRQWmpYbFbWloac+bM4fnnn+ett97qkzjuNEL2wxE2Dw8PUlJSWLBgQW+HJQqyH9Lr\n9bTVptNUtIPGou03NOZb2bnhEbwAr9CHcfV/UOyab0Jdmg6Ol21jz4V3KG/MBsBabsvU4EeYG/Fr\ngrwiTRxh77lysZF9OzIpK6wFwMPbiYQFUUQoh4rFIoIg3NL9jGr1JLVajY2NDQqFgl27dnHq1Cli\nY2NRqVQUFRWhVCppaWkhOTmZwsJCXnrppZteoyemLH/s/yu3bt3K7t272bZtGwBtbW13bOzvKf2+\nINPrtFy/ctJQhBXvoOvaReM9awcvPIIX4BmyyDASZm3XKzFItVcAeja3pvYa9uX/i/35G2hR1QHg\n5uDDnLCfMyvsZ7g79v12Dn312TU3tnFodzaZZyoAcHC0ZfqccKKnDMfapvdGAaX8swkiP0sm5dxA\nevnpdDrkcsOKdoVCQXp6Ok8++SRubm4kJycTHR0NgJubG2PHjuXChQu3fJ2emLK81QhZaWkpQUFB\nBAQE8Itf/AKA9vZ2rl69eldTqT2hXxZkOq2aa5eO0lS0g6biJNTttcZ7Ns6D8By+CM+QRd+ujuyX\nf0VmpbT+PHty3uV46edodGoAAr0imR/xLJMVD2Nj1TuFsjlQtXeReiCPU0cK0Wh0WFnLmTgthGmz\nwnFwEqO0giCYv6ysLNatW4dGo2H69OkEBQURFhZGTEwMO3fuZP369cjlcs6ePcuECRN6NZZ3332X\nbdu2cenSJf70pz/x/PPP4+rqytKlS9m4cSOTJk3i448/5u2336ayspLPPvsMR0fHXo3pO/1mHzKd\nWkVL5SFDT1jJ7huOLbJzC8IzZBEeIYtxHjgBmcT2pbJEam0XJ8t38HXu+xTUnQZAhoxo/3nMG/Us\n4X6TJT1Fp1FrOZ1aTMq+XFTtXQCMHjeMmYmReHqL800FQfiepexDdrcqKyvZtGkTa9asMXUod2SR\n+5BdunSJxx57jLq6OmQyGU8//TT/9V//RWNjI8uWLaOyspKAgAC2bdvWY6sZNB1NNJd9TVPJLprL\nvkanbjPec/AOx3O4oQhzHDBa0l/ulqSh7TIH8j/gQMFGmlWGkUsnWzdmhDzGQ+G/xM81yMQR9i6d\nTk92WiWHd2fT1GD4eQ0M8WHWoiiG+HuZODpBEITeJ6Xi8l702QhZTU0NNTU1REVF0draytixY0lK\nSuLDDz/E29ub1atX8+qrr9LU1MS6dTcu0b2XSrOzpYKmkl00lezi2qVjoNca7zn5jfu2CFuEg+eI\nHs3vfkitV+CH7iY3vV5PXs037M39B6cqktB9+5n5e4TzUPgvmRq8HHsbpx99DVPpyc+utKCGfTsy\nqb5kOOrId5AbCQujCAkfaLJfGKT8swkiP0sm5dzg3vKT0ghZa2sr69evJzU1lVdeeYWIiAhTh/Sj\nLHKEzM/PDz8/PwCcnZ0JCwvj8uXL7N69m9RUw07qjz/+ONOmTbupIPsxer2OttoMYxH2wz3CkFnh\nOiwOj+BEPIITsXPz79GchPvToW7jWOln7M19n4pGw+cml1nxQOAiHgp/RvLTkt+prmriwM4sivMM\nRx25ujvw4LzRjIkJMDbBCoIg9AfOzs688MILvPDCC6YOpc+ZpIesoqKCqVOnkpOTw7Bhw2hqMowI\n6PV6PD09jY+NQcpkPP744wQEBADg6upMyEAd4V7lNJXu5kzWFQCUCrCydaGgdSwug2N56JEXsLb3\nMB6R8N1vG+KxaR9v3/sJZyp3U+V0lLauZuoLdTjZefD4wl+SEPoUOWklZhVvbz2OGj2ew3susGvH\nXvRASFAkU2eNpEtejY2NlcnjE4/FY/HYMh5Pnz5dMiNklkYmk3H06FHA8FlUVFQAsHnz5nv+TPq8\nIGttbWXq1Kn88Y9/ZMGCBXh4eNxQgHl6etLY2HhjkDIZ6vYGmsv20lSym+by/ejUrcb7ti5DcFfM\nxyN4Pq5Dp/Xa9hRC9+n0Os5XHWRv7vtkXDpg3MR1hE80D4U/wwOBiyS9WvKHblo5aSUnemow02ZH\n4OTcP/4OBEHoOVKasrQ0FjllCYZN4RYvXszKlSuNu976+vpSU1ODn58f1dXV+Pj43PLPpr/nc0M/\nmOOASDyGJ+KhmI+jr9Kip7ZSJNwLsffgbtR+ZezP/xfV1ww7M9tY2TFFsYw5I39B8ICxJo7w/tzL\nZ3fblZPzI/EcYJ4rJ6X8swkiP0sm5dxA+vkJN+uzgkyv1/PTn/6UkSNH8txzzxmvz58/n82bN/Pi\niy+yefPm2x5PIJPJcBk2w9APppiHnVtAH0Uu3Cu9Xk9B7Sn2528g6fDnuA83FNIDnIcxe+TPmTni\nCVztvU0cZd8RKycFQRCEO+mzKcsTJ04wZcoURo/+fouJtWvXMmHCBB5++GEuXrx4220vZDIZalUT\n1va9f7in0H1tXS2kFn/C/vwNVDblAoa9w5RD40kI/Rnjhs3p9bMlzc1/rpz0GejGrEWmXTkpCIK0\niClL0+nJKct+szGs0HtKrqazP38Dx0o/p1PTDhiONJo54gniRzyJr2ugiSPse2LlpCAIfUV8R5pO\nTxZk4pvBDHy3asaSdKjbOFjwb367cyIvJD3AocIP6dS0M3rQdP57xsdsXF7KyvF/IT+j0tSh9qr/\n/OyaG9v4cvNp3ntlP8V51djZ2xC/IJLn/zSXsQ8EWVwxZok/m/dC5Ge5pJwbSD8/4WbioEbhnlQ0\n5nAg/wNSij+mXX0NAGc7D2aEPEZC6FMMdg8xcYSmIVZOCoIgCPdDTFkKd9Spaedk+U4O5H9Afu1J\n4/VQ34nMCvsZDwQuws7awYQRmo4lrpwUBEFaxHek6VjstheCZSmtP8+hwk0cK/mUtq4WABxsXJg2\nfAWzQp8iwGuUiSM0nduunFwYxZAAsXJSEATBHH3yySdUV1dz9uxZFi5cyCOPPHLTc5KSksjLy0Mu\nlzN48GBWrlzZJ7GJETIzYE77zbR2NnOs9DMOFXxIWUOm8XrIgPHMDF3FZMUyHGzufuTHnHLrKT9c\nOVl5JY/xYydKduWkFD+/HxL5WS4p5wbSPMsyIyODtWvXkpaWRnl5+Q33qqqqiI2NZcmSJaxYsQKl\nUtnj719SUsK+fft49tlnqa+vZ/jw4WRkZBAY+P3Cs5aWFuLi4khPTwdg4sSJ7NmzB2/vW2/VJEbI\nhB6l1+vJrTnOocJNnCzbTpe2AzD0hk0LfpSZI1b169Gw79xq5eSU8DCe+uUsi2vWFwRB6GtKpZL4\n+HhycnJoa2vDycnJeC8tLQ2VSsVrr72GlVXvbI+Um5vLa6+9xrPPPou3tzfBwcGkp6ffUJAdO3aM\nkSNHGh9HRkZy9OhRli5d2isx/ZAoyMyAqX7La2qv4UjxVg4XfMiVayXG65GD4pgZuopo//nYWtvf\n13tI4TfY5sY2Du+5QOaZcvR6sLO3YWpCGBPjRmBrK+1/QlL4/H6MyM9ySTk3kG5+MpkMhUJBSUkJ\nkZGRABw/fhxbW1vGjRt3x2KsrKyMDRs23PZ+TEwMiYmJt7w3Z84c9u3bBxgGIqqrqwkODr7hOVVV\nVTfsheru7k5xcfFd5Xa/pP1tItxEq9OQUXWQQwX/5tzFr9F9exyVp+MgZoQ8xoMjHsfPNcjEUZoH\nsXJSEAQpSO/BVoqx9zE1WlhYSGho6A0FWV1dHU5OTiQnJxMXF3fH1wgKCmLt2rXden8bGxsiIiIA\n2Lt3L+PGjSMqKuqG5zQ3N2Nv//1AhK2tLa2trfQFMc9iBvpiv5nLLcVsPfcyT306nL8eWMiZyj0A\nxPjP538TdvLB8mJ+Mv5PPV6MWeJeOhq1lhOHC/jbH/dw/GA+Go2O0eOG8dyah3ho6dgbijFLzO9e\niPwsm5Tzk3JuIM38zpw5Q3R0NAqFgtJSw9nGaWlpKJVKjh49elcFWU9obm5m06ZNbN269aZ7Li4u\nN/R+qVQqPD09+yQuMUImYa2dzZwo+4KjRVspqDttvD7QVcHM0CeJG/4TPBz9TBiheRErJwVBkKL7\nGdXqSWq1GhsbGxQKBbt27eLUqVPExsaiUqkoKipCqVTS0tJCcnIyhYWFvPTSSze9xv1MWYJhqnLd\nunV88MEHODs7U1lZib+/v/G+QqEgLS3N+Li+vr5XFhjcilhlKTFanZasy4dJLtrCmcrdqLWdANhb\nOxEbtJi4kJWE+02W3GrA+yXOnBQEwVJZwnekTqdj8+bNrFq1ioKCAlasWMF7771HTEwMycnJvPPO\nOyQlJQFQWVnJpk2bWLNmTY/H8fe//53Y2FgGDx7MxYsXUalUTJ06ldLSUoKCgmhvbycmJoYLFy4A\nhqb+Q4cO4ePjc8vXE6sshZtcbMrnaNEWUko+pbH9ivH66EHTiQtZycSABdjbOP3IK/RPtz5zchRj\nYgLFyklBEIQekJWVxbp169BoNEyfPp2goCDCwsKIiYlh586drF+/HrlcztmzZ5kwYUKvxXHixAme\nf/55Y6Ekk8m4ePEiAEuXLmXjxo2MGTOG1atX89e//hWdTsfq1atvW4z1NDFCZga6u5/O9Y5Gjpdt\n40jRFoqvfj/EOtBVQVzISqYFP4qPi/+PvELvM9e9gpoaWjm85wJZZyvua+WkuebXU0R+lk3K+Uk5\nN5DmPmR3qzdHyHqaGCHrxzQ6NeerDnGkaAtnK79CozMc1+No48okxVLihv+EUN+JYprtNtpaO0nd\nn8vp1GK0366cnDAlmOlzxMpJQRAEcyCl4vJeiBEyC6DX6ymsO0NqyWecKPuCax31AMiQETXkQeKG\nryQ6YH6/PU/ybnR1ajh5tJBjB/Lp7FADEDnBnwfnjcbTW5w5KQiC5ZLSd2Rrayvr168nNTWVV155\nxbhNhbnqyREyUZCZsarmQlJLPuVYyefUXC8zXh/qHsr04T9havByvJ2HmDBC86fV6sg4WUby3hyu\nt6gAGD5yIPELRjNoaN8sZRYEQehN/fU70hyIKUuJ+WGvQGN7NcdLvyC15BNK688bn+PpOIgpioeZ\nGrycQK9Ii5mSNFWfh16vJy+rioNJWdTXXgdg8DBPEhZGogjtua0+RB+LZRP5WS4p5wbSz0+4mSjI\nzECHuo3koo9ILfmMC1eOotPrAENf2ANBi5iqeITwgVOwkvfO+V5SU1FSx/4dmVwqbwDAc4AzM+eP\nJkI5DLncMgpZQRAEoX8RU5YmotZ2kXHpAKkln3Lu4l7jgd7WclvGDZvN1ODljBs6+77PkuxPaq80\nczApi4ILhm0/nFzsiJsTwbhJCqytRTErCII0SfE70lKIKUsLpdGpyb58hBNlX3K6YjdtXc3GexED\npzI1+BEeCFyIs52HCaO0PM2NbSR/lcP50+Xo9Xps7ayZPDOU2Bmh2NnbmDo8QRAEQbgjUZD1Mq1O\nw4XqVE6UfsnpiiSudzYa7wV6jmZK8CPIrwxlweyHTRhl7+nNPoj2tk6OHcjn1FHD4d9yuYzoKcOZ\nPicCZ9e+GVmUep+HyM+ySTk/KecG0s9PuJkoyHqBVqclr+Y4J8q2c6p8Jy0dV433hnmMZFLQUiYF\nLWGwewgAKU0pJorUMqm7NJxKKSL1QB4d7YYtLEaNHcbM+aPx8nExcXSCIAiCcO9ED1kP0el15Nec\n5Jvy7Zws20GTqsZ4b5DbcCYHLWWSYinDPEaaMErLptPpOH+6nMN7LnCt2bCFRdAIXxIWRjLEXxz+\nLQhC/2QJ35FSJXrIzIROr6Ow9jQny3fwTfkOGtouG+/5uQQxSbGESUFLCfAcZTHbVJgjvV5PwYUr\nHEzKpK76GgADh3iQsDCS4DA/8XcrCIIgWDxRkN0jjU5NzpVUTlXs4kzF7htGwnyc/YkNWsykoKUo\nvMfcdaEg5V6B+82tsvQqB3ZmUVlqmPb18HJi5vzRjBrnbxZbWEj5swORn6WTcn5Szg2kn59wM1GQ\n3YVOjYqsy8mcKk/i7MWvaO1sMt7zcQlgYkAisUFLCBkwXozW9JC66hYO7comL6sKAEcnW6bPiWDC\n5GCsbcQWFoIgCMK927VrF62trZSWluLt7c0vf/nLm56TlJREXl4ecrmcwYMHs3Llyj6JTfSQ3Yaq\n6zppl/Zzqnwn6Zf206FpM94b6h7GxMAFTAxYYFG75luCluZ2jnyVQ/rJMvR6PTa2VsTOCGXyzDDs\nHcQWFoIgCP/JUnrIMjIyWLt2LWlpaZSXl99wr6qqitjYWJYsWcKKFStQKpU9/v7Nzc34+fnR3NyM\nnZ0d3t7eZGRk4O/vb3xOS0sLcXFxpKenAzBx4kT27NmDt7f3LV9T9JD1kmsdDZyt/IrTFUlkXk5G\nre003lN4K3kgcCExAYkMcR9hwiilSdXexbGD+Zw8UohGrUUulzF+UjBxD0Xg4iYOTRcEQbB0SqWS\n+Ph4cnJyaGtrw8nJyXgvLS0NlUrFa6+9hpVV78yCuLu7k56ejr29YVskjUZzU9F07NgxRo78fvFd\nZGQkR48eZenSpb0S0w/1+4LscksxZyu/4mzlVxTUnjQeWyRDxki/SUwMWEBMwHx8XPzv8ErdJ+Ve\ngTvlplZrOZNaTMr+XFRtXQBEKIcyc/5ovH1d+yjK7pPyZwciP0sn5fyknBtINz+ZTIZCoaCkpITI\nyEgAjh8/jq2tLePGjbtjMVZWVsaGDRtuez8mJobExMTb3g8PDwfgxIkTTJs2jYCAgBvuV1VV4e7u\nbnzs7u5OcXHxndLqEf2uINPqNBTUnubsxa84V7mXyy1FxnvWchsiB88gJiCRGP/5uDv6mjBSadPp\ndGSdreTwnmyaG9sBCBzuQ8LCSIYG3npoWBAEQbh3Z17vubaa6P/u/tRoYWEhoaGhNxRkdXV1ODk5\nkZycTFxc3B1fIygoiLVr13Y7BoAdO3bwxRdf8Le//e2me83NzcYRNABbW1taW1vv6/3uVr8oyFRd\n1zl/+TBnK78i7eI+rnc2GO8523kwbuhsJvjPZcyQmTja9v2ojBR/C/rOf+am1+spyq3mQFImtZdb\nAPAd7EbCgihCwgdaXD+elD87EPlZOinnJ+XcQJr5nTlzhuXLl5ORkUFpaSlgmKqcM2cOzz//PG+9\n9VafxLFo0SLi4+MZM2YMhw4dumGUzMXFhYaG72sElUqFr2/fDM5ItiCru15J2qV9nKv8muwrR9Ho\nuoz3BroqiPafx3j/hwjzfQAruWT/GszKpYoGDuzMpLyoDgB3T0cenDeayAn+yOVyE0cnCIIgTfcz\nqtWT1Go1NjY2KBQKdu3axalTp4iNjUWlUlFUVIRSqaSlpYXk5GQKCwt56aWXbnqN+5my3Lt3L6+8\n8grffPMNzs7O+Pj48OWXX/K73/3O+ByFQkFaWprxcX19fa8sMLgVyVQiam0X+TXfkH5pP+mXDnCp\nOd94T4aMMN8HmOA/lwn+cxnsFmJWIzFS7RUAQ24RYUoO7c4mJ+MSAA5OtkybFU701OHYWPgWFlL+\n7EDkZ+mknJ+UcwPp5afT6Yy/eCsUCtLT03nyySdxc3MjOTmZ6OhoANzc3Bg7diwXLly45evcz5Sl\nlZWV8e9Ur9dz6dIlRo8eDUBpaSlBQUFMmTKF1atXG/9MRkYGr776arfe715ZdEF2tfUSGZcOkH5p\nP1lXjtKh/n6e18HGhcjBcUzwn8u4obNxcxhgwkj7p+stKr45XEDyFzXodHpsbKx4IG4Ek+PDcHC0\nNXV4giAIQh/Iyspi3bp1aDQapk+fTlBQEGFhYcTExLBz507Wr1+PXC7n7NmzTJgwodfimDVrFmVl\nZbzzzjtUVlbyhz/8gfj4eACWLl3Kxo0bGTNmDKtXr+avf/0rOp2O1atX4+Pj02sx/ZBF7UOm1nZR\nUHuS9G+LsItNeTc8z98jnLFDZ6EcmkCo70RsrMSXvil0qNQcP5TPN8kFqLu0yGQyxj4QRNzcCNzc\nHU0dniAIgqRYyj5kd6uyspJNmzaxZs0aU4dyR/1yH7K1hx4m6/IRVOrrxmv2Ns5EDYpDOTQB5dAE\nBjgPNWGEgkat5eyJEo5+nUt7q2EPt5GRQ5iZOBqfgW4mjk4QBEGwBFIqLu+FxXRSn67YhUp9naHu\nYSwY/Tx/mbOfrSureSn+CxLCnrLoYiwlJcXUIdwXnU5P1tkK3v7zXvZuy6C9tRN/hTdP/+5BBodq\nJV2MWfpndyciP8sm5fyknBtIP7/baW1tZfv27aSnp5OTk2PqcPqUxYyQPTPpXZRD4nt1g1bh3hXn\nVXNgZxbVVYbzPX0GuhK/IIrQUYOQyWSUXzJxgIIgCILFcHZ25oUXXuCFF14wdSh9zqJ6yATzcbmy\nkQNJmZQW1ALg6u7Ag/NGERUdiJWVxQy8CoIgWDzxHWk6/bKHTDAPDXXXObQ7mwvpFwGwd7RhasJI\nJk4LwcZW/DgJgiAIQnf02VDGk08+ia+vL6NGjTJea2xsZObMmYSEhBAfH09zc3NfhWNWLKFX4HqL\nit2fnuPtP+3lQvpFrK3lTJ4Zxgt/nseU+JG3LcYsIbf7IfKzbCI/yyXl3ED6+Qk367OCbNWqVezf\nv/+Ga+vWrWPmzJkUFRUxY8YM1q1b11fhCHepQ9XFod3Z/O3lPZw5VoJeD8qJQTz/p7nMWhSFo5Od\nqUMUBEEQBIvXpz1kFRUVzJs3z7gDb2hoKKmpqfj6+lJTU8O0adMoKCi4OUgxP97n1GotZ1KLSdmf\ni6rNcOyU2MJCEATB/IjvSNORTA9ZbW2t8dBOX19famtrb/vcJ554wngAqLu7O1FRUcYjEL4b2hWP\n7/+xTqfjg398RvqpcrxdgwDolF1h/KRglj062eTxicfisXgsHovHNz8WTOe7zyAlJYWKiopuv45J\nR8g8PDxoamoy3vf09KSxsfHmICVe/aekmP7MMr1eT372ZcG0DoEAABuNSURBVA7tyqKu+hoAfoPd\niV8QSUj4wG6f/WkOufUmkZ9lE/lZLinnBveWn9S/I82ZZEbIvpuq9PPzo7q6us/OixJuVF5cx8Gk\nLC6W1QPg4e3Eg/NGM3qcP3K5+RzCLgiCIAhSZdIRstWrV+Pl5cWLL77IunXraG5uvmVjv6j+e0dN\nVTMHd2VRmHMFACdnO6bPiWD8ZAXW1lYmjk4QBEG4G+I70nR6coSszwqy5cuXk5qaSn19Pb6+vvz5\nz38mMTGRhx9+mIsXLxIQEMC2bdtwd3e/OUjxw9ajGutbSd5zgaxzFej1YGtnzeSZocTOCMXO3sbU\n4QmCIAj3QHxH3j2FQkFVVRXu7u68/vrrPPbYYzc9Jykpiby8PORyOYMHD2blypW3fT2LLMjuh9R/\n2PqqF6L1egcp+3I5e6wErVaHlZWcCVOCmTY7HGcX+155T9HnYdlEfpZNyvlJOTeQZg9ZRkYGa9eu\nJS0tjfLy8hvuVVVVERsby5IlS1ixYgVKpbJXYtiwYQMJCQkMGjQIa+ubu7ZaWlqIi4sjPT0dgIkT\nJ7Jnzx68vb1v+XqS6SET+kZnh5oThws4cbiArk4NMhlERQcwY+4oPL2dTR2eIAiC0A8olUri4+PJ\nycmhra0NJycn4720tDRUKhWvvfYaVla91zJja2vLsGHDbnv/2LFjjBw50vg4MjKSo0ePsnTp0l6L\n6TuiIDMDvfVbnkat5eyJElK+zqWttROAERGDiE+MxG/IzVPDvUHKv8GCyM/Sifwsl5RzA+nmJ5PJ\nUCgUlJSUEBkZCcDx48extbVl3LhxdyzGysrK2LBhw23vx8TEkJiYeNv7586do7Ozk2vXrhESEsL8\n+fNvuP/ddOZ33N3dKS4uvpvU7psoyCRIp9OTfa6Sw3uyaWpoA2BYkDcJCyMJCBYrWQVBEPqTxA09\nd6LKrp91dvvPFhYWEhoaekNBVldXh5OTE8nJycTFxd3xNYKCgli7dm23Y5gxYwYLFy4EICoqiilT\nptxQgDU3N2Nv/30Lj62tLa2trd1+v3sh75N3EX5UT23sp9frKbxwmfde2c8Xm07R1NCGz0BXfvKL\nyTz9uwdNUoxJfdNCkZ9lE/lZLinnBtLM78yZM0RHR6NQKCgtLQUMU5VKpZKjR4/eVUF2v344eubh\n4XHT37OLi8sNvV8qlQpPT89ejwvECJlkXCyr58DOTCpKrgLg5uHIg/NGERUdgFwu6m5BEIT+6n5G\ntXqSWq3GxsYGhULBrl27OHXqFLGxsahUKoqKilAqlbS0tJCcnExhYSEvvfTSTa9xP1OWW7duZffu\n3Wzbtg2Atra2mxr7FQoFaWlpxsf19fW9tsDgP4lVlhaurrqFg7uyyM+6DICDky3TZoUTPXU4NjZi\nLzFBEASps4TvSJ1Ox+bNm1m1ahUFBQWsWLGC9957j5iYGJKTk3nnnXdISkoCoLKykk2bNrFmzZoe\njeHEiRN0dXURFxdHe3s74eHh5Obm4ujoSGlpKUFBQbS3txMTE2PcLzUyMpJDhw7dduN6scpSoLmx\njeSvcjh/uhy9Xo+NrRWxM0KZPDMUewdbU4cnCIIgCABkZWWxbt06NBoN06dPJygoiLCwMGJiYti5\ncyfr169HLpdz9uxZJkyY0GtxTJo0iY8//pi3336byspKPvvsMxwdHQFYunQpGzduZMyYMaxevZq/\n/vWv6HQ6Vq9e3WenCIkRMjNwL/vNtLd2knogj9MpRWg0OuRyGeMnBzN9djgubg69G2g3iL2CLJvI\nz7JJOT8p5wbS3IfsbvXWCFlvECNk/VBXp4aTRwo5djCfzg41AKPHDePBeaPx8nExcXSCIAiC0DOk\nVFzeCzFCZua0Wh1p35RyZG8Ordc6AAgO8yNhQSSDhvXNyg9BEATBfEnpO7K1tZX169eTmprKK6+8\nQkREhKlD+lHi6KR+QKfTk5NxkcO7s2m4atgDZYi/J/ELo1CM8DVxdIIgCIK56I/fkeaiJwsysR+C\nGfjhPih6vZ7ivGref/UAn288ScPVVrx9XVj+9CR+8WK8xRVjUtxL54dEfpZN5Ge5pJwbSD8/4Wai\nh8yMVFU0cCApi7LCWgBc3RyImxuBcmIQVlaidhYEQRAEqRJTlmbgas01Du/JJifjEgD2jjZMjR9J\nzPQQbG1FzSwIgiDcntS/I82ZWGUpES3N7RzZm0PGyTJ0Oj3WNlY8MD2EKfEjcXASe4kJgiAIQn8h\n5sFMQNXWxYGdmbz58leknSil8nIe4yYp+O2f55KwMEpSxZjU+yBEfpZN5Ge5pJwbSD8/4WZihKwP\nqbs0nEop4tiBfFTtXQCEjxnK+JmuLFjUe7sTC4IgCIJg3kQPWR/QanWcP11O8lcXuNasAiAoxIf4\nhVEMDfAycXSCIAiCJbP070hLJnrILIReryc3s4pDu7Kor70OwMChHiQsiCQ4zA+ZTGbiCAVBEARB\nMAeih6yXlBXW8s/XDvHpv05QX3sdzwHOLPvpA/zyfxIYPnLgDcWYlHsFpJwbiPwsncjPckk5N5B+\nfsLNxAhZD7tyqZGDSdkU51UD4Oxqz/Q5EYyLDcLa2srE0QmCIAiCaWRkZLB27VrS0tIoLy+/4V5V\nVRWxsbEsWbKEFStWoFQqTRSl6Ygesh7ScPU6h3dnk512EQA7exumxIcxcXoIdvY2Jo5OEARBkCpL\n+I78zoYNG3jzzTdJS0vDycnJeD0pKYmnn36a6upqrKwsZ/BC9JCZkestKo7uy+Xc8RJ0Oj1W1nJi\npg5n6qxwnJztTB2eIAiCIJgNmUyGQqGgpKSEyMhIAI4fP46trS3jxo27YzFWVlbGhg0bbns/JiaG\nxMTE297Pysri/fff59q1a/zsZz9j+vTpABw6dIiTJ0/i7e3NvHnzGDZsWDeyuz+iIOumDlUXxw8V\n8E1yAeouLTKZDOXEQGbMHYW7p9OdX+AHUlJSmDZtWu8EamJSzg1EfpZO5Ge5pJwb9Gx+f3jm0x55\nHYD/7/3l3f6zhYWFhIaG3lCQ1dXV4eTkRHJyMnFxcXd8jaCgINauXdut91epVJw6dYp//vOfVFVV\nMWPGDH7/+9/j5OREZ2cna9asAWDLli2sXLmyW+9xP0RT/z1Sq7V8k1zA3/64h5R9uai7tIRFDubZ\n/53N4sdi7rkYEwRBEIT+4MyZM0RHR6NQKCgtLQUgLS0NpVLJ0aNH76ogux8nT57kpz/9KQBDhgxh\nx44dPP/885w+fZoVK1YYnxcbG0tBQUGvxnIroofsLul0OjLPVJD81QWaG9sBCAgeQPyCSPwVA0wa\nmyAIgtB/mcN35N3YuHEjP/3pT9m7dy+7du1i1apVjBw5EltbW4KCgqiurqalpYXk5GQKCwt56aWX\nbnqN+5myPHjwIPHx8Tdce+SRR7hw4QJpaWk4ODgAcPXqVS5evMjYsWPvmJPoIetDer2eguzLHNyV\nTV11CwC+g91ISIwkJGKQ2EtMEARBEO5Ap9Mhlxsm5RQKBenp6Tz55JO4ubmRnJxMdHQ0AG5ubowd\nO5YLFy7c8nXuZ8oyKiqKU6dOMXHiRMCwkGDu3LnI5XIef/xxPvvsM+RyObt27eKJJ57o1nvcDzFl\n+SMqSq6y4W+H2frP49RVt+Du6cSSJ2L49e9nMWLU4B4rxqS834yUcwORn6UT+VkuKecG0sovKyuL\nFStW8PXXX1NRUUFQUBBhYWHExMSwc+dOXn/9dbq6ujh79myvxuHj44NKpeLtt99mzZo1tLW18ZOf\n/ISPPvqIoKAg4uLieOqppxg+fDjW1n0/XiVGyG6h5nIzh3ZlUXDhCgCOznZMnx3OhMnBWNtYznJc\nQRAEQTC1yMhIPv30xoUFW7duBWDhwoUsXLiwz2KJi4u7qVfN2tqadevW9VkMtyN6yH6gqaGVw3su\nkHW2Ar0ebO2smfRgKJMeDBV7iQmCIAhmyVJ6yO5WRUUFmzdvNq56NGeih6yHtV3vIGV/LmeOlaDV\n6LCykjNhcjDT5oTj7GJv6vAEQRAEoV9obW1l+/btpKenk5OTQ0REhKlD6jP9uoess0PNkb0XeOOP\nezh5pAidVkfUhACeW/MQc5eN7bNiTEq9Av9JyrmByM/Sifwsl5RzA+nndzvOzs688MIL7N69u18V\nY9BPR8g0Gi3njpdy9Osc2lo7AQiJGER84mgGDvEwcXSCIAiCIPQ3/aqHTKfTk51WyeE92TTVtwEw\nNNCLhIVRBA73ue/XFwRBEIS+JrUeMksiesjukV6vpzi3mgO7sqipagZggJ8r8YmRhEX23PYVgiAI\ngiAI3SH5HrKLZfVsfOsIm99LpaaqGTcPRxatnMCz/zubkVFDzKIYk3KvgJRzA5GfpRP5WS4p5wbS\nz0+4mWRHyOqqWzi0K5u8rCoAHJxsmTYrnOgpwdjYSjZtQRAEQRAskOR6yJob2ziyN4eMU+Xo9Xps\nbKx4YMYIJs8Mw8HRtpcjFQRBEIS+JXrITEf0kN1Ce2snqQfzOH20CI1Gh1wuY/ykYOIeisDFzcHU\n4QmCIAhCr/Dw8DCL9pv+yMOj53ZmsPgesq5ODSn7c/nby3s4cagAjUbHqLHD+M2ah0h8dLxFFGNS\n7hWQcm4g8rN0Ij/LJeXc4N7ya2xsRK/XW9T/jh49avIYeuJ/jY2NPfaZW2xBptXqOHOsmL+9vIdD\nu7LpUKkJDvPjl/+TwCNPxeLt42LqEO9aZmamqUPoNVLODUR+lk7kZ7mknBuI/Pojs5iy3L9/P889\n9xxarZannnqKF1988bbP1en05J6/xKHd2TTUXQdgsL8nCQsiUYT69VXIPaq5udnUIfQaKecGIj9L\nJ/KzXFLODUR+/ZHJCzKtVsuvf/1rDh8+zODBgxk/fjzz588nLCzspueW5NdwMCmLyxcNQ4Tevi7/\nf3v3HxRF/f8B/Hn8EvEYlZKDCQtMQOCO21UG6gPkAPmjlAuhMUkBJ7SBZpopLcupZnQqJkqYOSWs\nmDSRmUrJLkKgDKXIUkbCyhwdA85O53DUI36DCO/vHw77Fdg7QKDlltfjH2W59/J+7mu4fc2+j10s\n04UihJ9P6+eEEEIIsVuSN2Q1NTVYuHAhfH19AQDr1q3DN998M6wh26c/jvoL1wAA7rNnIm6VGov/\ntwCOjna76iowGo1ST2HSyDkbQPnsHeWzX3LOBlC+6Ujy214UFxfju+++Q0FBAQCgqKgIp0+fxp49\ne4TX0NUvQgghhNgTu7vtxWiaLbq/CiGEEELkTPL1vgceeAAmk0n42mQywcfHR8IZEUIIIYT8tyRv\nyMLCwnDp0iUYjUbcunULX375JXQ6ndTTIoQQQgj5z0i+ZOnk5IS8vDysWLECfX19SE9PF/0LS0II\nIYQQuZL8ChkAPPHEE7h48SL+/vtvbN++fdD3KioqsGjRIvj7+yM7O1uiGU4eX19fhIaGgud5hIeH\nSz2dcXnuueegUqmg0WiEbRaLBcuWLUNAQACWL19u1/eeEcu3Y8cO+Pj4gOd58DyPiooKCWc4PiaT\nCTExMQgJCYFarcbu3bsByKeG1vLJoYbd3d2IiIgAx3EIDg4W3kflUjtr+eRQu7v19fWB53nEx8cD\nkE/9BgzNJ6f6iZ3Lx1o/yf/K0pa+vj4EBgYOukfZ559/LqsraH5+fqitrYWHh4fUUxm36upqKJVK\npKam4s8//wQAbNu2Dffffz+2bduG7OxsNDc347333pN4pvdGLN/OnTvh7u6OLVu2SDy78WtqakJT\nUxM4jkN7ezuWLFkCg8GA/fv3y6KG1vIdOnRIFjXs7OyEm5sbbt++jaioKOzatQslJSWyqB0gnq+y\nslIWtRuQm5uL2tpatLW1oaSkRFbvn8DwfHJ6/xQ7l4+1flPiCpk1d9+jzNnZWbhHmdxM4Z54TKKj\no4c9aLWkpARpaWkAgLS0NBgMBimmNiHE8gHyqZ+Xlxc4jgMAKJVKBAUF4erVq7KpobV8gDxq6Obm\nBgC4desW+vr6MHfuXNnUDhDPB8ijdgBw5coVlJWVYdOmTUImOdVPLN/A8yDlYmiWsdZvSjdkV69e\nxfz584WvfXx8hDdQuVAoFHj88ccRFhYm3ItNTq5duwaVSgUAUKlUuHbtmsQzmnh79uyBVqtFenq6\n3S8pDDAajairq0NERIQsaziQ75FHHgEgjxr29/eD4zioVCphaVZOtRPLB8ijdgDw8ssv44MPPoCD\nw/+fluVUP7F8CoVCNvUTO5ePtX5TuiGbDjeEPXnyJOrq6lBeXo4PP/wQ1dXVUk9p0igUCtnVNDMz\nE42NjTh79iy8vb2xdetWqac0bu3t7UhKSoJer4e7u/ug78mhhu3t7Xj66aeh1+uhVCplU0MHBwec\nPXsWV65cwU8//YQTJ04M+r69125ovqqqKtnUrrS0FJ6enuB53uoVI3uun7V8cqkfMPK5fDT1m9IN\n2XS4R5m3tzcAYN68eVizZg1qamokntHEUqlUaGpqAgCYzWZ4enpKPKOJ5enpKfyibdq0ye7r19vb\ni6SkJKSkpCAhIQGAvGo4kG/Dhg1CPrnVcPbs2Vi1ahVqa2tlVbsBA/nOnDkjm9r98ssvKCkpgZ+f\nH5KTk3H8+HGkpKTIpn5i+VJTU2VTP0D8XD7W+k3phkzu9yjr7OxEW1sbAKCjowPff//9oL/gkwOd\nTocDBw4AAA4cOCCcBOXCbDYL///666/tun6MMaSnpyM4OBgvvfSSsF0uNbSWTw41vHHjhrDc09XV\nhWPHjoHnednUzlq+gZMdYL+1A4CsrCyYTCY0Njbiiy++QGxsLA4ePCib+onlKywslMXvHmD9XD7m\n+rEprqysjAUEBLCHH36YZWVlST2dCdXQ0MC0Wi3TarUsJCTE7vOtW7eOeXt7M2dnZ+bj48P27dvH\nbt68yeLi4pi/vz9btmwZa25ulnqa92xovk8//ZSlpKQwjUbDQkND2VNPPcWampqknuY9q66uZgqF\ngmm1WsZxHOM4jpWXl8umhmL5ysrKZFHDP/74g/E8z7RaLdNoNOz9999njDHZ1M5aPjnUbqiqqioW\nHx/PGJNP/e524sQJId+GDRtkUT9r5/Kx1m9K3/aCEEIIIWQ6mNJLloQQQggh0wE1ZIQQQgghEqOG\njBBCCCFEYtSQEUIIIYRIjBoyQgghhBCJUUNGCCGEECIxasgIkSlHR0fwPA+1Wg2O45Cbmzvig3x3\n796N4OBgpKSkALjzEO6xamlpwd69ewdti4yMHPN+Jtu9ZGOM4eOPP0ZBQQHq6+ttvnY8mXfs2IGc\nnJx7Hk8IsT/UkBEiU25ubqirq8O5c+dw7NgxlJeXY+fOnTbH7N27Fz/88AMOHjwI4N6eJ9vc3Iz8\n/PxB206ePDnm/Uy2e8mm1+sRERGBmJgYFBcX23zteDJP1DMLGWMjNuGEkKmBGjJCpoF58+bhk08+\nQV5eHgCgqKgIERER4HkeGRkZ6O/vR0ZGBhoaGrBy5Uro9fph+xAbAwCFhYXQarXgOA6pqanYvn07\n6uvrwfM8XnvtNQCDr0bl5uZCo9FAo9EIP8doNCIoKAjPP/881Go1VqxYge7ubtEsa9asQVhYGNRq\nNQoKCkYc//bbb2PRokWIjo5GcnKy6JUna9nu1tvbi9LSUnAch8uXL6OlpcXmMVcqlbh8+fKoc737\n7rsIDAxEdHQ0Ll68OOLc7s717LPPCrmMRiMCAwORlpYGjUYDk8lkdR9i2zs6OrBq1SpwHAeNRoND\nhw7ZzEkImSCT+0ABQohUlErlsG1z5sxhP/74I4uPj2e3b99mjDGWmZnJCgsLGWOM+fr6sps3bw7b\nx/nz50XHnDt3jgUEBAhjmpubmdFoZGq1WnQuZ86cYRqNhnV2drL29nYWEhLC6urqWGNjI3NycmK/\n//47Y4yxtWvXsqKiItFcFouFMcZYZ2cnU6vVzGKxWB1fU1PDOI5jPT09rK2tjfn7+7OcnJxRZRuq\noqKCJSQksM8++4wlJSWx/Px8G0f/zv6NRuOocg0cl66uLtba2soWLlzIcnJyhs3thRdeYIWFhTZz\nNTY2MgcHB3b69Gmb+azt+6uvvmKbN28W5tbS0mIzJyFkYjhJ3RASQv5bVVVVqK2tRVhYGIA7D2v2\n8vKyOaaysnLQmO7ubnh5eaGlpQVr166Fh4cHAGDOnDnCQ6DF/Pzzz0hMTMTMmTMBAImJiaiuroZO\np4Ofnx9CQ0MBAEuWLIHRaBTdh16vh8FgAACYTCZcunQJnp6eouNv3LiBhIQEuLi4wMXFBfHx8SNm\ns3Y8fv31V6Snp2P16tU4fPgwHn30UZvHbMBoclVXVyMxMRGurq5wdXWFTqcDYwzHjx8fdtxVKhUs\nFsuwXOyupcmHHnoI4eHhovkGatfa2jost0qlQnJyMrZu3YrXX38dq1evRlRU1KhyEkLGhxoyQqaJ\nhoYGODo6wsPDA2lpacjKyhrTeLExeXl5Y/qMkkKhGPR6xpjweakZM2YI2x0dHdHV1TVsfFVVFSor\nK3Hq1Cm4uroiJiZGWAK0Nn7ozxtttqHMZjMWLFiAnp4emM1mcBw3UtxR5xI7LgP/is1Nr9fbzDVr\n1qxBX1urnbXcdXV1OHr0KN58803ExcXhrbfeGikmIWSc6DNkhEwD169fR0ZGBl588UXExcWhuLgY\n169fBwBYLBb8888/NsfHxsaKjomNjcXhw4dhsVgA3PlAv7u7O9ra2kT3ExUVBYPBgK6uLnR0dMBg\nMCA6OnrUTV1rayvmzp0LV1dXXLhwAadOnbL5+sjISHz77bfo6elBe3s7jh49OupsQ913332YMWMG\njhw5gi1btgAA4uLiYDabRzV3Wx577DEYDAZ0d3ejra0NpaWlUCgUVmsllsvaHwJY24e17WazGa6u\nrli/fj1eeeUV/Pbbb+PORwgZGV0hI0Smurq6wPM8ent74eTkhNTUVKGReOedd7B8+XL09/fD2dkZ\n+fn5ePDBB4ftY+AkHxwcLDomPDwcb7zxBpYuXQpHR0csXrwY+/btQ2RkJDQaDZ588klkZ2cL+1m8\neDE2btwoLKdt3rwZWq0WRqNxWEMh1mCsXLkSH330EYKDgxEYGCgsGyoUCtHxYWFh0Ol0CA0NhUql\ngkajwezZs0eVbejxSE5OxpEjR6BUKpGZmYn+/n7U19cLy7XWjt1ocvE8j2eeeQZarRaenp7C8QkK\nCrJ63K3lGvozbO1DbPu///6LV199FQ4ODnBxcRl2CxNCyORQsLGsNxBCiJ3p6OjArFmz0NnZiaVL\nl6KgoGDUy422/PXXX9i/fz927do1AbMcu8nKRQiRBjVkhBBZW79+Pc6fP4/u7m5s3LhRuBWHvZNr\nLkKmK2rICCGEEEIkRh/qJ4QQQgiRGDVkhBBCCCESo4aMEEIIIURi1JARQgghhEiMGjJCCCGEEIlR\nQ0YIIYQQIjFqyAghhBBCJEYNGSGEEEKIxP4PZxPYokTv2XcAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    }
   ],
   "metadata": {}
  }
 ]
}